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LLM Serving Infrastructure

Query this niche via MCPmarket_report({ query: "LLM Serving Infrastructure", response_mode: "summary" })
active marketmarket pulse 60/100commercial money present0 new builders in 30d61 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$50/mo
$9–$79 middle half · 6 providers · median of every priced plan point, all tiers
MCP servers · median
$145/mo
$71–$273 middle half · 4 providers · median of every priced plan point, all tiers · thin evidence
2.9×

MCPs cost 2.9× agents across all tiers — median $50 vs $145. Two different markets; a blended figure would mislead either buyer.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $50
Chuhaiyun Agent Engine · $0
Xiaomi Mimo Api · $6
infergonka · $9
Lm Studio · $20
Chuhaiyun Agent Engine · $0
infergonka · $29
Xiaomi Mimo Api · $50
Ollama 2 · $60
auriko · $89
Lm Studio · $100
infergonka · $79
Ollama 2 · $500
MCP servers $145
Transcodely Video · $0
Cheapestinference Mcp · $22
synap · $85
Routara Mcp · $145
Cheapestinference Mcp · $71
Routara Mcp · $273
synap · $274
Cheapestinference Mcp · $199
Routara Mcp · $499
$5
$10
$25
$50
$100
$250
$500
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of LLM Serving Infrastructure (latest observation 2026-10-16T03:43:44.171Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "llm-serving-infrastructure",
  "parent_sector": "developer-tools-infra",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$20 / mo",
                "monthly_usd": 20
              },
              {
                "provider": "ollama_2",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 / mo.",
                "monthly_usd": 100
              },
              {
                "provider": "ollama_2",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500 / mo",
                "monthly_usd": 500
              },
              {
                "provider": "routara_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$90/ 30 days",
                "monthly_usd": 91.25
              },
              {
                "provider": "routara_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$269/ 30 days",
                "monthly_usd": 272.74
              },
              {
                "provider": "routara_mcp",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$799/ 30 days",
                "monthly_usd": 810.1
              },
              {
                "provider": "routara_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199",
                "monthly_usd": 199
              },
              {
                "provider": "routara_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499",
                "monthly_usd": 499
              },
              {
                "provider": "synap",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20 /mo",
                "monthly_usd": 20
              },
              {
                "provider": "synap",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 /mo",
                "monthly_usd": 49
              },
              {
                "provider": "synap",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149 /mo",
                "monthly_usd": 149
              },
              {
                "provider": "synap",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499 /mo",
                "monthly_usd": 499
              },
              {
                "provider": "transcodely_video",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€0.10/mo",
                "monthly_usd": 0.11
              },
              {
                "provider": "xiaomi_mimo_api",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100/mo",
                "monthly_usd": 100
              },
              {
                "provider": "xiaomi_mimo_api",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "xiaomi_mimo_api",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$16/mo",
                "monthly_usd": 16
              },
              {
                "provider": "xiaomi_mimo_api",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6/mo",
                "monthly_usd": 6
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 27,
            "offers": [
              {
                "provider": "apexapi",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥5 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥9.9 一次性",
                "monthly_usd": null
              },
              {
                "provider": "chuhaiyun_agent_engine",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥29.9 一次性",
                "monthly_usd": null
              },
              {
                "provider": "mapleflow",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              },
              {
                "provider": "mapleflow",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$25",
                "monthly_usd": null
              },
              {
                "provider": "mapleflow",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$50",
                "monthly_usd": null
              },
              {
                "provider": "mapleflow",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$200",
                "monthly_usd": null
              },
              {
                "provider": "routara_mcp",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "From US$149",
                "monthly_usd": null
              },
              {
                "provider": "routara_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "From US$599",
                "monthly_usd": null
              },
              {
                "provider": "routara_mcp",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "From US$29",
                "monthly_usd": null
              },
              {
                "provider": "routara_mcp",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "From US$49",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 206,
            "offers": [
              {
                "provider": "agent_infrastructure",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.005 USDC",
                "monthly_usd": null
              },
              {
                "provider": "agent_infrastructure",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "3%",
                "monthly_usd": null
              },
              {
                "provider": "agent_infrastructure",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03 USDC",
                "monthly_usd": null
              },
              {
                "provider": "agent_platform_pricing_nbspnbs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10.00",
                "monthly_usd": null
              },
              {
                "provider": "agent_platform_pricing_nbspnbs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10.00",
                "monthly_usd": null
              },
              {
                "provider": "agent_platform_pricing_nbspnbs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$20.00",
                "monthly_usd": null
              },
              {
                "provider": "agent_platform_pricing_nbspnbs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$20.00",
                "monthly_usd": null
              },
              {
                "provider": "aimlapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$20 top up",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.15/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.29/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.56/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.13/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.20/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.38/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.75/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.65/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.24/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.44/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$4.88/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.25/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$4.28/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$8.44/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$16.88/hr",
                "monthly_usd": null
              },
              {
                "provider": "auxen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05/hr",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1275",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.51",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.28",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.561",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.683",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0187",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.255",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.02",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.051",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.19",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.74",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.221",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1275",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.425",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0255",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.55",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$12.75",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.255",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.28",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.36975",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.7395",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.36975",
                "monthly_usd": null
              },
              {
                "provider": "avian",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.7395",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.18/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.64/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.64/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.17/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.22/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.70/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.70/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.70/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.57/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.23/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.29/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.12/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.22/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.70/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.11/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.22/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.11/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.70/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.70/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.77/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.51/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.64/1M",
                "monthly_usd": null
              },
              {
                "provider": "bridgenode",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/1M",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$60 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.2 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$60 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.6 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.6 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$60 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.2 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$60 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.024 / image",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08 / image",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.06 / image",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.192 / image",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.06 / image",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0544 / sec",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.04 / sec",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08 / sec",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.136 / sec",
                "monthly_usd": null
              },
              {
                "provider": "cometapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.112 / sec",
                "monthly_usd": null
              },
              {
                "provider": "deepseek_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14",
                "monthly_usd": null
              },
              {
                "provider": "deepseek_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.28",
                "monthly_usd": null
              },
              {
                "provider": "deepseek_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.435",
                "monthly_usd": null
              },
              {
                "provider": "deepseek_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.87",
                "monthly_usd": null
              },
              {
                "provider": "gliana_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.015",
                "monthly_usd": null
              },
              {
                "provider": "gliana_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.006000",
                "monthly_usd": null
              },
              {
                "provider": "gliana_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.06",
                "monthly_usd": null
              },
              {
                "provider": "gliana_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.30",
                "monthly_usd": null
              },
              {
                "provider": "gliana_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.75",
                "monthly_usd": null
              },
              {
                "provider": "gliana_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.20",
                "monthly_usd": null
              },
              {
                "provider": "gpu_bridge_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.30/clip",
                "monthly_usd": null
              },
              {
                "provider": "hubris_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "8 / 23 ₽ per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "hubris_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "25 / 152 ₽ per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "hubris_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "38 / 316 ₽ per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "infergonka",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "5%",
                "monthly_usd": null
              },
              {
                "provider": "infergonka",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "10%",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.154",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.112 per second",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1344 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0336 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.3 per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0453 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0453 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.04 per second",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.014 per second",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.399 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05 per second",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03 per output",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14 per second",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.4 per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "modelrunner_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.4 per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ofox_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08/M",
                "monthly_usd": null
              },
              {
                "provider": "ofox_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.4/M",
                "monthly_usd": null
              },
              {
                "provider": "ofox_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03/image",
                "monthly_usd": null
              },
              {
                "provider": "ofox_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.04/s",
                "monthly_usd": null
              },
              {
                "provider": "ofox_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.00 / M",
                "monthly_usd": null
              },
              {
                "provider": "ollama_2",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.30 per million tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$4 in / 1M tokens; $20 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1 in / 1M tokens; $0.5 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.5 in / 1M tokens; $7.5 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.68 in / 1M tokens; $2.09 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 in / 1M tokens; $10 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 in / 1M tokens; $10 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 in / 1M tokens; $10 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$4 in / 1M tokens; $12 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.7 in / 1M tokens; $1.4 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3 in / 1M tokens; $6 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1 in / 1M tokens; $0.4 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1 in / 1M tokens; $0.5 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1 in / 1M tokens; $0.5 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 in / 1M tokens; $10 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 in / 1M tokens; $10 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$4 in / 1M tokens; $20 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$4.35 in / 1M tokens; $8.7 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14 in / 1M tokens; $0.28 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.43 in / 1M tokens; $0.87 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.6 in / 1M tokens; $4.8 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.15 in / 1M tokens; $0.47 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.37 in / 1M tokens; $1.25 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.042 in / 1M tokens; out Free",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.3 in / 1M tokens; $1.2 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.2 in / 1M tokens; $0.75 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10 in / 1M tokens; $50 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "ominigate",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 in / 1M tokens; $6 out / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "openrouter",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "5.5% platform fee",
                "monthly_usd": null
              },
              {
                "provider": "openrouter",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "8% platform fee",
                "monthly_usd": null
              },
              {
                "provider": "opper_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "3%",
                "monthly_usd": null
              },
              {
                "provider": "opper_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "5.5%",
                "monthly_usd": null
              },
              {
                "provider": "routara_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$59",
                "monthly_usd": null
              },
              {
                "provider": "routara_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "US$0.03/source word",
                "monthly_usd": null
              },
              {
                "provider": "runware",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0238 / image",
                "monthly_usd": null
              },
              {
                "provider": "runware",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.00 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "runware",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.014133 / image",
                "monthly_usd": null
              },
              {
                "provider": "runware",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "runware",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50 / 1M tokens",
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            "billing": "usage",
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                "monthly_usd": null
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            ]
          },
          {
            "billing": "unspecified_period",
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            "offers": [
              {
                "provider": "aimlapi",
                "tier": "enterprise",
                "billing": "unspecified_period",
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                "monthly_usd": null
              },
              {
                "provider": "auriko",
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              {
                "provider": "litellm",
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                "price": "contact_sales",
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              {
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                "monthly_usd": null
              },
              {
                "provider": "opper_ai",
                "tier": "enterprise",
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                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
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          "normalized_observations": 32,
          "comparable_providers": 10,
          "strict_cohorts": 3,
          "exclusion_reasons": {
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            "one_time": 27,
            "ambiguous_cadence": 5,
            "promo": 5
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
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      "individual": 0,
      "enterprise": 5,
      "team_sme": 0
    },
    "billingMix": {
      "free": 5,
      "usage": 19,
      "freemium": 9,
      "subscription": 3
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    "freeTierShare": 0.39,
    "medianLowestUsd": 20
  },
  "movement": {
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    "sector": "developer-tools-infra",
    "pricedNow": 8,
    "pairs": 7,
    "repriced": [],
    "newlyPriced": [
      "synap"
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    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
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  },
  "index_series": {
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        "day": "2026-09-17",
        "index": 106.379,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
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        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
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        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 106.379,
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        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 106.379,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 106.379,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 106.379,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 107.575,
        "pairs": 18,
        "dayChangePct": 1.12
      },
      {
        "day": "2026-09-25",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 107.575,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 107.575,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 107.575,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 107.575,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
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        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
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        "pairs": 19,
        "dayChangePct": 0
      },
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        "day": "2026-10-10",
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        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 107.575,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 107.575,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 107.575,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 107.575,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 107.575,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 107.575,
        "pairs": 21,
        "dayChangePct": 0
      }
    ],
    "latest": 107.575,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "agent_infrastructure",
      "name": "agent-infrastructure",
      "url": "https://getkin.io",
      "short_summary": "provides infrastructure services for autonomous agents including model recommendations, availability monitoring, LLM routing, and memory compression",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Availability Monitor",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Memory",
              "per": "per unit",
              "text": "$0.03 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Model Pricing Oracle",
              "price": "FREE",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Availability Monitor",
              "price": "$0.005 USDC",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Routing Proxy",
              "price": "3%",
              "kind": "unknown"
            },
            {
              "name": "Memory",
              "price": "$0.03 USDC",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.01 per unit; $0.03 per unit (usage-based)",
        "summary": "$0.01 per unit; $0.03 per unit (usage-based). GetKin offers one permanently free service and usage-based agent infrastructure priced in USDC, including per-service rates and a 3% routing margin."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agent_platform_pricing_nbspnbs",
      "name": "Agent Platform Pricing Nbspnbs",
      "url": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing",
      "short_summary": "Provides pricing for building, deploying, training, and running generative AI models and agents on Google's Vertex AI / Gemini Enterprise Agent Platform",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Codey for Code Completion — input",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "Codey for Code Completion — output",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "Translation LLM — input characters",
              "per": "per unit",
              "text": "$10 per unit"
            },
            {
              "line": "Translation LLM — output characters",
              "per": "per unit",
              "text": "$10 per unit"
            },
            {
              "line": "Translation LLM 002 — input characters",
              "per": "per unit",
              "text": "$20 per unit"
            },
            {
              "line": "Translation LLM 002 — output characters",
              "per": "per unit",
              "text": "$20 per unit"
            },
            {
              "line": "Context Cache Storage — Gemini 3.1 Pro",
              "per": "per token",
              "text": "$0 per token"
            },
            {
              "line": "Context Cache Storage — Gemini 3.x/2.5 Flash models",
              "per": "per token",
              "text": "$0 per token"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Codey for Code Completion — input",
              "price": "$0.00025",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Codey for Code Completion — output",
              "price": "$0.0005",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Translation LLM — input characters",
              "price": "$10.00",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Translation LLM — output characters",
              "price": "$10.00",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Translation LLM 002 — input characters",
              "price": "$20.00",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Translation LLM 002 — output characters",
              "price": "$20.00",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Context Cache Storage — Gemini 3.1 Pro",
              "price": "$0.0000045",
              "kind": "usage_rate",
              "unit": "token",
              "billed": "usage"
            },
            {
              "name": "Context Cache Storage — Gemini 3.x/2.5 Flash models",
              "price": "$0.000001",
              "kind": "usage_rate",
              "unit": "token",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per unit; $10 per unit (usage-based)",
        "summary": "$0 per unit; $10 per unit (usage-based). Google Cloud Agent Platform publicly lists usage-based rates for code completion, translation, and context-cache storage rather than fixed monthly plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "atex_ai_gateway",
      "name": "atex-ai-gateway",
      "url": "https://lm203688.github.io/atex/",
      "short_summary": "AI API gateway providing unified access to multiple AI models and web search capabilities",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "auxen",
      "name": "Auxen",
      "url": "https://auxen.ai",
      "short_summary": "provides private AI model endpoints on dedicated GPU infrastructure",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Fast — Standard",
              "per": "per minute",
              "text": "$0.15 per minute"
            },
            {
              "line": "Fast — Double",
              "per": "per unit",
              "text": "$0.29 per unit"
            },
            {
              "line": "Fast — Quad",
              "per": "per unit",
              "text": "$0.56 per unit"
            },
            {
              "line": "Fast — Max",
              "per": "per unit",
              "text": "$1.13 per unit"
            },
            {
              "line": "Balanced — Standard",
              "per": "per unit",
              "text": "$0.2 per unit"
            },
            {
              "line": "Balanced — Double",
              "per": "per unit",
              "text": "$0.38 per unit"
            },
            {
              "line": "Balanced — Quad",
              "per": "per unit",
              "text": "$0.75 per unit"
            },
            {
              "line": "Balanced — Max",
              "per": "per unit",
              "text": "$1.5 per unit"
            },
            {
              "line": "Powerful — Standard",
              "per": "per unit",
              "text": "$0.65 per unit"
            },
            {
              "line": "Powerful — Double",
              "per": "per unit",
              "text": "$1.24 per unit"
            },
            {
              "line": "Powerful — Quad",
              "per": "per unit",
              "text": "$2.44 per unit"
            },
            {
              "line": "Powerful — Max",
              "per": "per unit",
              "text": "$4.88 per unit"
            },
            {
              "line": "Maximum — Standard",
              "per": "per unit",
              "text": "$2.25 per unit"
            },
            {
              "line": "Maximum — Double",
              "per": "per unit",
              "text": "$4.28 per unit"
            },
            {
              "line": "Maximum — Quad",
              "per": "per unit",
              "text": "$8.44 per unit"
            },
            {
              "line": "Maximum — Max",
              "per": "per unit",
              "text": "$16.88 per unit"
            },
            {
              "line": "Fast — Shared deployment",
              "per": "per minute",
              "text": "$0.05 per minute"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Fast — Standard",
              "price": "$0.15/hr",
              "kind": "usage_rate",
              "unit": "minute",
              "billed": "usage"
            },
            {
              "name": "Fast — Double",
              "price": "$0.29/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Fast — Quad",
              "price": "$0.56/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Fast — Max",
              "price": "$1.13/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Balanced — Standard",
              "price": "$0.20/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Balanced — Double",
              "price": "$0.38/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Balanced — Quad",
              "price": "$0.75/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Balanced — Max",
              "price": "$1.50/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Powerful — Standard",
              "price": "$0.65/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Powerful — Double",
              "price": "$1.24/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Powerful — Quad",
              "price": "$2.44/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Powerful — Max",
              "price": "$4.88/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Maximum — Standard",
              "price": "$2.25/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Maximum — Double",
              "price": "$4.28/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Maximum — Quad",
              "price": "$8.44/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Maximum — Max",
              "price": "$16.88/hr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Fast — Shared deployment",
              "price": "$0.05/hr",
              "kind": "usage_rate",
              "unit": "minute",
              "billed": "usage"
            },
            {
              "name": "Minimum deposit",
              "price": "$10",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "One-time packages from $10; $0.15 per minute; $0.29 per unit (usage-based)",
        "summary": "One-time packages from $10; $0.15 per minute; $0.29 per unit (usage-based). Auxen publicly lists private-deployment rates from $0.05/hr for shared Fast deployments or $0.15/hr for private Fast Standard, billed per minute of active time, plus a $10 minimum deposit."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "avian",
      "name": "Avian",
      "url": "https://avian.io/",
      "short_summary": "provides AI model inference via an API (token generation for chat/coding/vision tasks)",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "DeepSeek V4.1 Flash — input",
              "per": "per token",
              "text": "$0.13 per token"
            },
            {
              "line": "DeepSeek V4.1 Flash — output",
              "per": "per unit",
              "text": "$0.51 per unit"
            },
            {
              "line": "DeepSeek V4.1 Flash — cache",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "DeepSeek V4 Flash — input",
              "per": "per unit",
              "text": "$0.14 per unit"
            },
            {
              "line": "DeepSeek V4 Flash — output",
              "per": "per unit",
              "text": "$0.28 per unit"
            },
            {
              "line": "DeepSeek V4 Flash — cache",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "DeepSeek V4 Pro 0813 — input",
              "per": "per unit",
              "text": "$0.56 per unit"
            },
            {
              "line": "DeepSeek V4 Pro 0813 — output",
              "per": "per unit",
              "text": "$1,683 per unit"
            },
            {
              "line": "DeepSeek V4 Pro 0813 — cache",
              "per": "per unit",
              "text": "$0.02 per unit"
            },
            {
              "line": "MiniMax M3 — input",
              "per": "per unit",
              "text": "$0.26 per unit"
            },
            {
              "line": "MiniMax M3 — output",
              "per": "per unit",
              "text": "$1.02 per unit"
            },
            {
              "line": "MiniMax M3 — cache",
              "per": "per unit",
              "text": "$0.05 per unit"
            },
            {
              "line": "GLM-5.3 — input",
              "per": "per unit",
              "text": "$1.19 per unit"
            },
            {
              "line": "GLM-5.3 — output",
              "per": "per unit",
              "text": "$3.74 per unit"
            },
            {
              "line": "GLM-5.3 — cache",
              "per": "per unit",
              "text": "$0.22 per unit"
            },
            {
              "line": "GLM-5.3 Flash — input",
              "per": "per unit",
              "text": "$0.13 per unit"
            },
            {
              "line": "GLM-5.3 Flash — output",
              "per": "per unit",
              "text": "$0.42 per unit"
            },
            {
              "line": "GLM-5.3 Flash — cache",
              "per": "per unit",
              "text": "$0.03 per unit"
            },
            {
              "line": "Kimi K3 — input",
              "per": "per unit",
              "text": "$2.55 per unit"
            },
            {
              "line": "Kimi K3 — output",
              "per": "per unit",
              "text": "$12.75 per unit"
            },
            {
              "line": "Kimi K3 — cache",
              "per": "per unit",
              "text": "$0.26 per unit"
            },
            {
              "line": "MiMo-V2.6 Flash — input",
              "per": "per unit",
              "text": "$0.14 per unit"
            },
            {
              "line": "MiMo-V2.6 Flash — output",
              "per": "per unit",
              "text": "$0.28 per unit"
            },
            {
              "line": "MiMo-V2.6 Flash — cache",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "MiMo-V2.6 Pro — input",
              "per": "per unit",
              "text": "$0.37 per unit"
            },
            {
              "line": "MiMo-V2.6 Pro — output",
              "per": "per unit",
              "text": "$0.74 per unit"
            },
            {
              "line": "MiMo-V2.6 Pro — cache",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "MiMo-V2.5 Pro — input",
              "per": "per unit",
              "text": "$0.37 per unit"
            },
            {
              "line": "MiMo-V2.5 Pro — output",
              "per": "per unit",
              "text": "$0.74 per unit"
            },
            {
              "line": "MiMo-V2.5 Pro — cache",
              "per": "per unit",
              "text": "$0 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "DeepSeek V4.1 Flash — input",
              "price": "$0.1275",
              "kind": "usage_rate",
              "unit": "token",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4.1 Flash — output",
              "price": "$0.51",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4.1 Flash — cache",
              "price": "$0.00255",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4 Flash — input",
              "price": "$0.14",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4 Flash — output",
              "price": "$0.28",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4 Flash — cache",
              "price": "$0.0028",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4 Pro 0813 — input",
              "price": "$0.561",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4 Pro 0813 — output",
              "price": "$1.683",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "DeepSeek V4 Pro 0813 — cache",
              "price": "$0.0187",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiniMax M3 — input",
              "price": "$0.255",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiniMax M3 — output",
              "price": "$1.02",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiniMax M3 — cache",
              "price": "$0.051",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "GLM-5.3 — input",
              "price": "$1.19",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "GLM-5.3 — output",
              "price": "$3.74",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "GLM-5.3 — cache",
              "price": "$0.221",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "GLM-5.3 Flash — input",
              "price": "$0.1275",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "GLM-5.3 Flash — output",
              "price": "$0.425",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "GLM-5.3 Flash — cache",
              "price": "$0.0255",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Kimi K3 — input",
              "price": "$2.55",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Kimi K3 — output",
              "price": "$12.75",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Kimi K3 — cache",
              "price": "$0.255",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.6 Flash — input",
              "price": "$0.14",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.6 Flash — output",
              "price": "$0.28",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.6 Flash — cache",
              "price": "$0.0028",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.6 Pro — input",
              "price": "$0.36975",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.6 Pro — output",
              "price": "$0.7395",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.6 Pro — cache",
              "price": "$0.00306",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.5 Pro — input",
              "price": "$0.36975",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.5 Pro — output",
              "price": "$0.7395",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "MiMo-V2.5 Pro — cache",
              "price": "$0.00306",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.13 per token; $0.51 per unit (usage-based)",
        "summary": "$0.13 per token; $0.51 per unit (usage-based). Avian offers prepaid, per-token API pricing across ten models, with separate input, output, and cache rates and no subscriptions or commitments."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "gliana_ai",
      "name": "Gliana Ai",
      "url": "https://ai.glianalabs.com",
      "short_summary": "provides AI inference across 71+ generative models for image, video, music, speech generation",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Email, phone, domain or IP verification",
              "per": "per call",
              "text": "$0 per call"
            },
            {
              "line": "KYC identity and selfie verification",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Model call",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "Model call",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Model call",
              "per": "per unit",
              "text": "$0.06 per unit"
            },
            {
              "line": "Model call",
              "per": "per unit",
              "text": "$0.3 per unit"
            },
            {
              "line": "Model call",
              "per": "per unit",
              "text": "$0.75 per unit"
            },
            {
              "line": "Model call",
              "per": "per unit",
              "text": "$1.2 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Email, phone, domain or IP verification",
              "price": "$0.001 a call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "KYC identity and selfie verification",
              "price": "$0.015",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Model call",
              "price": "$0.000023",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Model call",
              "price": "$0.006000",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Model call",
              "price": "$0.06",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Model call",
              "price": "$0.30",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Model call",
              "price": "$0.75",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Model call",
              "price": "$1.20",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per call; $0.01 per unit (usage-based)",
        "summary": "$0 per call; $0.01 per unit (usage-based). GlianaAI has no subscription plans or minimums and charges per call at the published model or tool price, with examples ranging from $0.000023 to $1.20."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "gonka_price",
      "name": "Gonka Price",
      "url": "https://mcp.gogonka.com/mcp",
      "short_summary": "MCP server for the GONKA network: run cheap LLM inference through the server (free trial or your own key), get multi-model second opinions, and compare live pr…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "MiniMaxAI/MiniMax-M2.7",
              "per": "per 1m token",
              "text": "$0 per 1m token"
            },
            {
              "line": "deepseek-ai/DeepSeek-V4-Flash-0731",
              "per": "per 1m token",
              "text": "$0 per 1m token"
            },
            {
              "line": "moonshotai/Kimi-K2.6",
              "per": "per 1m token",
              "text": "$0 per 1m token"
            },
            {
              "line": "zai-org/GLM-5.2-FP8",
              "per": "per 1m token",
              "text": "$0 per 1m token"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "MiniMaxAI/MiniMax-M2.7",
              "price": "0.000159569 USD/1M tokens",
              "kind": "usage_rate",
              "unit": "1m token",
              "billed": "usage"
            },
            {
              "name": "deepseek-ai/DeepSeek-V4-Flash-0731",
              "price": "0.000159569 USD/1M tokens",
              "kind": "usage_rate",
              "unit": "1m token",
              "billed": "usage"
            },
            {
              "name": "moonshotai/Kimi-K2.6",
              "price": "0.000159569 USD/1M tokens",
              "kind": "usage_rate",
              "unit": "1m token",
              "billed": "usage"
            },
            {
              "name": "zai-org/GLM-5.2-FP8",
              "price": "0.000159569 USD/1M tokens",
              "kind": "usage_rate",
              "unit": "1m token",
              "billed": "usage"
            },
            {
              "name": "Trial",
              "price": "free trial",
              "kind": "trial"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per 1m token (usage-based)",
        "summary": "$0 per 1m token (usage-based). Gonka MCP provides inference through usage-based model pricing observed at 0.000159569 USD per 1M tokens, with a free trial available by default."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "gpu_bridge_mcp_server",
      "name": "Gpu Bridge",
      "url": "https://gpubridge.xyz",
      "short_summary": "provides unified API access to 47 AI models and 30 services across multiple backends with automatic failover",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "LLM",
              "per": "per req",
              "text": "$0 per req"
            },
            {
              "line": "Image Gen",
              "per": "per img",
              "text": "$0 per img"
            },
            {
              "line": "Video",
              "per": "per clip",
              "text": "$0.3 per clip"
            },
            {
              "line": "Everything Else",
              "per": "per req",
              "text": "$0 per req"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "LLM",
              "price": "from $0.003/req",
              "kind": "usage_rate",
              "unit": "req",
              "billed": "usage"
            },
            {
              "name": "Image Gen",
              "price": "from $0.003/img",
              "kind": "usage_rate",
              "unit": "img",
              "billed": "usage"
            },
            {
              "name": "Video",
              "price": "from $0.30/clip",
              "kind": "usage_rate",
              "unit": "clip",
              "billed": "usage"
            },
            {
              "name": "Everything Else",
              "price": "from $0.001/req",
              "kind": "usage_rate",
              "unit": "req",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per req; $0 per img (usage-based)",
        "summary": "$0 per req; $0 per img (usage-based). GPUBridge publicly lists usage-based rates starting at $0.001 per request, with separate rates for LLM, image, and video generation and volume discounts."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "litellm",
      "name": "Litellm",
      "url": "https://litellm.ai/",
      "short_summary": "provides an AI gateway/proxy for model access, fallbacks, and spend tracking across 100+ LLMs in the OpenAI format",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Open Source",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "contact_sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free plan; paid plans by quote",
        "summary": "Free plan; paid plans by quote. LiteLLM offers a free open-source plan with core LLM integration features, plus a contact-sales enterprise tier for large-scale deployments."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mapleflow",
      "name": "mapleflow",
      "url": "https://mapleflow.io",
      "short_summary": "provides unified API access to 30+ AI models from multiple providers",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "$10",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Plus",
              "price": "$25",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Pro",
              "price": "$50",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Business",
              "price": "$200",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Lite $10 (one-time)",
        "summary": "Free; Lite $10 (one-time). Mapleflow offers a permanent free 50-credit tier and one-time, non-expiring credit bundles from $10 to $200, with usage rates from $0.01 to $0.007 per credit and no subscription."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "agentops",
      "name": "AgentOps",
      "url": "https://agentops.ai",
      "short_summary": "monitors, traces, debugs, and tracks costs of AI agents and LLM apps in production (observability)",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 40,
            "monthly_usd": 40,
            "commitment": "monthly",
            "basis": "$40/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Basic",
              "price": "$0 per month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$40 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 40,
        "monthly_usd": 40,
        "headline": "Free plan; paid from $40/mo",
        "summary": "Free plan; paid from $40/mo. AgentOps offers a free tier up to 5,000 events, Pro starting at $40/month with unlimited events, and custom Enterprise pricing."
      },
      "home_niche": "agent-observability-eval",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "alephant",
      "name": "Alephant",
      "url": "https://alephant.io",
      "short_summary": "Open-source AI Agent Finance Gateway that routes model calls, tracks agent runs, enforces policy guardrails, and monetizes agents and workflows as paid endpoin…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-agent-integration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "apfel",
      "name": "Apfel",
      "url": "https://apfel.franzai.com/",
      "short_summary": "provides CLI access, an OpenAI-compatible server, and interactive chat to the on-device LLM shipped with macOS via Apple Intelligence",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. Apfel is presented as a free, on-device macOS AI tool with no subscriptions, API keys, or token billing."
      },
      "home_niche": "local-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "ara_hub",
      "name": "Ara Hub",
      "url": "https://arahub.io/",
      "short_summary": "AI aggregator platform providing unified access to multiple neural networks and AI models in one place. Serves as a centralized hub for accessing various AI se…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "START",
            "monthly_native": 7.5,
            "monthly_usd": 7.5,
            "commitment": "monthly",
            "basis": "$7.5/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "START",
              "price": "$7.5 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "LITE",
              "price": "$15 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "PRO",
              "price": "$27 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "STUDIO",
              "price": "$65 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "MAX",
              "price": "$120 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "ULTRA",
              "price": "$220 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "ENTERPRISE",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 7.5,
        "monthly_usd": 7.5,
        "headline": "From $7.5/mo",
        "summary": "From $7.5/mo. Arahub offers six public monthly subscription plans from $7.5 to $220, with yearly billing advertised at 15% off but no annual prices shown."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "averatec_studio",
      "name": "Averatec Studio",
      "url": "https://averatec.studio",
      "short_summary": "Portfolio of open-source AI agent projects including agent harness, multi-agent systems, LLM fine-tuning, voice plugins, and deep learning tools. Built and shi…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "developers_2",
      "name": "Cloudflare",
      "url": "https://developers.cloudflare.com/",
      "short_summary": "Provides documentation and resources for building applications on the Cloudflare developer platform (compute, AI, storage, security, networking); not itself an…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "SASE / Zero Trust Pay-as-you-go",
            "monthly_native": 7,
            "monthly_usd": 7,
            "commitment": "monthly",
            "basis": "$7 per user/month × 1",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Workers paid usage",
              "per": "per million",
              "text": "$0.3 per million"
            },
            {
              "line": "R2 paid usage",
              "per": "per GB",
              "text": "$0.01 per GB"
            },
            {
              "line": "Workers AI paid usage",
              "per": "per thousand",
              "text": "€0.01 per thousand"
            }
          ],
          "currency": "USD",
          "notes": [
            "prices in USD/EUR as published; USD figures are conversions at 2026-10-16"
          ],
          "lines": [
            {
              "name": "Network & CDN Free",
              "price": "$0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Network & CDN Pro",
              "price": "$25/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Network & CDN Pro (annual billing)",
              "price": "$20/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Network & CDN Business",
              "price": "$250/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Network & CDN Business (annual billing)",
              "price": "$200/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Network & CDN Contract",
              "price": "Custom",
              "kind": "custom"
            },
            {
              "name": "SASE / Zero Trust Free",
              "price": "$0 forever",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "SASE / Zero Trust Pay-as-you-go",
              "price": "$7/user/month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "SASE / Zero Trust Contract",
              "price": "Custom",
              "kind": "custom"
            },
            {
              "name": "Workers paid usage",
              "price": "$0.30 / million requests",
              "kind": "usage_rate",
              "unit": "million",
              "billed": "usage"
            },
            {
              "name": "R2 paid usage",
              "price": "$0.015 / GB-month",
              "kind": "usage_rate",
              "unit": "GB",
              "billed": "usage"
            },
            {
              "name": "Workers AI paid usage",
              "price": "$0.011 / thousand neurons",
              "kind": "usage_rate",
              "unit": "thousand",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 7,
        "monthly_usd": 7,
        "headline": "Free plan; paid from $7/mo ($7 per user/month × 1)",
        "summary": "Free plan; paid from $7/mo ($7 per user/month × 1). Cloudflare offers free tiers, fixed monthly Network & CDN plans from $25 month-to-month, a $7/user/month SASE option, custom enterprise plans, and numerous usage-based developer-service charges."
      },
      "home_niche": "developer-portal-api-docs",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "docsxaidevelopersmodels",
      "name": "Docsxaidevelopersmodels",
      "url": "https://docs.x.ai/developers/models",
      "short_summary": "Provides AI models (Grok) for chat, agentic coding, voice conversations, and image/video generation via API",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Grok 4.7 Input",
              "per": "per 1m token",
              "text": "$2 per 1m token"
            },
            {
              "line": "Grok 4.7 Output",
              "per": "per 1m token",
              "text": "$6 per 1m token"
            },
            {
              "line": "Voice API Agent",
              "per": "per min",
              "text": "$0.08 per min"
            },
            {
              "line": "Voice API TTS",
              "per": "per 1m char",
              "text": "$15 per 1m char"
            },
            {
              "line": "Voice API STT (Batch)",
              "per": "per hour",
              "text": "$0.1 per hour"
            },
            {
              "line": "Voice API STT (Streaming)",
              "per": "per hour",
              "text": "$0.2 per hour"
            },
            {
              "line": "Imagine API Image",
              "per": "per image",
              "text": "$0.02 per image"
            },
            {
              "line": "Imagine API Video",
              "per": "per sec",
              "text": "$0.02 per sec"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Grok 4.7 Input",
              "price": "$2.00 / 1M tokens",
              "kind": "usage_rate",
              "unit": "1m token",
              "billed": "usage"
            },
            {
              "name": "Grok 4.7 Output",
              "price": "$6.00 / 1M tokens",
              "kind": "usage_rate",
              "unit": "1m token",
              "billed": "usage"
            },
            {
              "name": "Voice API Agent",
              "price": "$0.08 / min",
              "kind": "usage_rate",
              "unit": "min",
              "billed": "usage"
            },
            {
              "name": "Voice API TTS",
              "price": "$15.00 / 1M chars",
              "kind": "usage_rate",
              "unit": "1m char",
              "billed": "usage"
            },
            {
              "name": "Voice API STT (Batch)",
              "price": "$0.10 / hour",
              "kind": "usage_rate",
              "unit": "hour",
              "billed": "usage"
            },
            {
              "name": "Voice API STT (Streaming)",
              "price": "$0.20 / hour",
              "kind": "usage_rate",
              "unit": "hour",
              "billed": "usage"
            },
            {
              "name": "Imagine API Image",
              "price": "$0.02 / image",
              "kind": "usage_rate",
              "unit": "image",
              "billed": "usage"
            },
            {
              "name": "Imagine API Video",
              "price": "$0.02 / sec",
              "kind": "usage_rate",
              "unit": "sec",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$2 per 1m token; $6 per 1m token (usage-based)",
        "summary": "$2 per 1m token; $6 per 1m token (usage-based). xAI publishes usage-based USD rates for Grok text tokens, Voice API minutes, characters and hours, and Imagine image and video generation."
      },
      "home_niche": "developer-portal-api-docs",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "glm",
      "name": "Glm",
      "url": "https://z.ai/blog/glm-5",
      "short_summary": "Large language model for complex systems engineering, coding, reasoning, and long-horizon agentic tasks; can turn text or source materials into ready-to-use do…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Lite",
            "monthly_native": 18,
            "monthly_usd": 18,
            "commitment": "monthly",
            "basis": "$18/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Lite (annual billing)",
            "monthly_equivalent_native": 12.6,
            "total_native": 151.2
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Lite",
              "price": "$18/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Lite (annual billing)",
              "price": "$12.6/month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Pro",
              "price": "$80/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "$56/month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Max",
              "price": "$168/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max (annual billing)",
              "price": "$117.6/month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 18,
        "monthly_usd": 18,
        "headline": "From $18/mo; $12.6/mo equivalent billed annually",
        "summary": "From $18/mo; $12.6/mo equivalent billed annually. Z.ai offers Lite, Pro, and Max subscription plans from $18/month, with lower per-month rates available when billed yearly."
      },
      "home_niche": "coding-agent-model-infra",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/llm-serving-infrastructure",
  "summary": {
    "niche": "llm-serving-infrastructure",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $55/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 6,
          "reliability": "medium",
          "median": 55,
          "p25": 34.25,
          "p75": 81.75,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 7.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 53.25,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 272.74,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            79,
            500
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            199,
            499
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "llm-serving-infrastructure"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/llm-serving-infrastructure",
    "counts": {
      "listings_with_price_capture": 63,
      "listings_with_observed_public_price": 36,
      "providers_with_numeric_monthly_price_latest_scan": 8,
      "like_for_like_comparable_pairs": 7
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": true,
        "value_pct": 1.1,
        "driver": "cheapestinference_mcp's \"Core\" $17.99→$22 (+22%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 14.5,
        "provider_count": 8,
        "plan_observation_count": 14,
        "data_confidence": 0.67,
        "data_confidence_basis": {
          "provider_component": 0.67,
          "observation_component": 0.7,
          "provider_count": 8,
          "plan_observation_count": 14
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "chuhaiyun_agent_engine",
            "usd": 0.06
          },
          {
            "provider": "transcodely_video",
            "usd": 0.11
          },
          {
            "provider": "xiaomi_mimo_api",
            "usd": 6
          },
          {
            "provider": "infergonka",
            "usd": 9
          },
          {
            "provider": "lm_studio",
            "usd": 20
          },
          {
            "provider": "cheapestinference_mcp",
            "usd": 22
          },
          {
            "provider": "synap",
            "usd": 84.5
          },
          {
            "provider": "routara_mcp",
            "usd": 145.13
          }
        ],
        "p25": 4.53,
        "p75": 37.63
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 71,
        "provider_count": 9,
        "plan_observation_count": 13,
        "data_confidence": 0.73,
        "data_confidence_basis": {
          "provider_component": 0.75,
          "observation_component": 0.65,
          "provider_count": 9,
          "plan_observation_count": 13
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "chuhaiyun_agent_engine",
            "usd": 0.19
          },
          {
            "provider": "infergonka",
            "usd": 29
          },
          {
            "provider": "xiaomi_mimo_api",
            "usd": 50
          },
          {
            "provider": "ollama_2",
            "usd": 60
          },
          {
            "provider": "cheapestinference_mcp",
            "usd": 71
          },
          {
            "provider": "auriko",
            "usd": 89
          },
          {
            "provider": "lm_studio",
            "usd": 100
          },
          {
            "provider": "routara_mcp",
            "usd": 272.74
          },
          {
            "provider": "synap",
            "usd": 274
          }
        ],
        "p25": 50,
        "p75": 100
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 349,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "infergonka",
            "usd": 79
          },
          {
            "provider": "cheapestinference_mcp",
            "usd": 199
          },
          {
            "provider": "routara_mcp",
            "usd": 499
          },
          {
            "provider": "ollama_2",
            "usd": 500
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 63,
      "listings_with_observed_public_price": 36,
      "normalized_observations": 32,
      "comparable_providers": 10,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "usage_not_monthly": 226,
        "one_time": 27,
        "ambiguous_cadence": 5,
        "promo": 5
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "usage_not_monthly": 226,
      "one_time": 27,
      "ambiguous_cadence": 5,
      "promo": 5
    },
    "billing_mix": {
      "free": 5,
      "usage": 19,
      "freemium": 9,
      "subscription": 3
    },
    "free_tier_share": 0.39,
    "top_providers": [
      {
        "agent_id": "agent_infrastructure",
        "name": "agent-infrastructure",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "Availability Monitor",
                "per": "per unit",
                "text": "$0.01 per unit"
              },
              {
                "line": "Memory",
                "per": "per unit",
                "text": "$0.03 per unit"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Model Pricing Oracle",
                "price": "FREE",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Availability Monitor",
                "price": "$0.005 USDC",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Routing Proxy",
                "price": "3%",
                "kind": "unknown"
              },
              {
                "name": "Memory",
                "price": "$0.03 USDC",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$0.01 per unit; $0.03 per unit (usage-based)",
          "summary": "$0.01 per unit; $0.03 per unit (usage-based). GetKin offers one permanently free service and usage-based agent infrastructure priced in USDC, including per-service rates and a 3% routing margin."
        },
        "observed": true
      },
      {
        "agent_id": "agent_platform_pricing_nbspnbs",
        "name": "Agent Platform Pricing Nbspnbs",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "Codey for Code Completion — input",
                "per": "per unit",
                "text": "$0 per unit"
              },
              {
                "line": "Codey for Code Completion — output",
                "per": "per unit",
                "text": "$0 per unit"
              },
              {
                "line": "Translation LLM — input characters",
                "per": "per unit",
                "text": "$10 per unit"
              },
              {
                "line": "Translation LLM — output characters",
                "per": "per unit",
                "text": "$10 per unit"
              },
              {
                "line": "Translation LLM 002 — input characters",
                "per": "per unit",
                "text": "$20 per unit"
              },
              {
                "line": "Translation LLM 002 — output characters",
                "per": "per unit",
                "text": "$20 per unit"
              },
              {
                "line": "Context Cache Storage — Gemini 3.1 Pro",
                "per": "per token",
                "text": "$0 per token"
              },
              {
                "line": "Context Cache Storage — Gemini 3.x/2.5 Flash models",
                "per": "per token",
                "text": "$0 per token"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Codey for Code Completion — input",
                "price": "$0.00025",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Codey for Code Completion — output",
                "price": "$0.0005",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Translation LLM — input characters",
                "price": "$10.00",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Translation LLM — output characters",
                "price": "$10.00",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Translation LLM 002 — input characters",
                "price": "$20.00",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Translation LLM 002 — output characters",
                "price": "$20.00",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Context Cache Storage — Gemini 3.1 Pro",
                "price": "$0.0000045",
                "kind": "usage_rate",
                "unit": "token",
                "billed": "usage"
              },
              {
                "name": "Context Cache Storage — Gemini 3.x/2.5 Flash models",
                "price": "$0.000001",
                "kind": "usage_rate",
                "unit": "token",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$0 per unit; $10 per unit (usage-based)",
          "summary": "$0 per unit; $10 per unit (usage-based). Google Cloud Agent Platform publicly lists usage-based rates for code completion, translation, and context-cache storage rather than fixed monthly plans."
        },
        "observed": true
      },
      {
        "agent_id": "atex_ai_gateway",
        "name": "atex-ai-gateway",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "auxen",
        "name": "Auxen",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "Fast — Standard",
                "per": "per minute",
                "text": "$0.15 per minute"
              },
              {
                "line": "Fast — Double",
                "per": "per unit",
                "text": "$0.29 per unit"
              },
              {
                "line": "Fast — Quad",
                "per": "per unit",
                "text": "$0.56 per unit"
              },
              {
                "line": "Fast — Max",
                "per": "per unit",
                "text": "$1.13 per unit"
              },
              {
                "line": "Balanced — Standard",
                "per": "per unit",
                "text": "$0.2 per unit"
              },
              {
                "line": "Balanced — Double",
                "per": "per unit",
                "text": "$0.38 per unit"
              },
              {
                "line": "Balanced — Quad",
                "per": "per unit",
                "text": "$0.75 per unit"
              },
              {
                "line": "Balanced — Max",
                "per": "per unit",
                "text": "$1.5 per unit"
              },
              {
                "line": "Powerful — Standard",
                "per": "per unit",
                "text": "$0.65 per unit"
              },
              {
                "line": "Powerful — Double",
                "per": "per unit",
                "text": "$1.24 per unit"
              },
              {
                "line": "Powerful — Quad",
                "per": "per unit",
                "text": "$2.44 per unit"
              },
              {
                "line": "Powerful — Max",
                "per": "per unit",
                "text": "$4.88 per unit"
              },
              {
                "line": "Maximum — Standard",
                "per": "per unit",
                "text": "$2.25 per unit"
              },
              {
                "line": "Maximum — Double",
                "per": "per unit",
                "text": "$4.28 per unit"
              },
              {
                "line": "Maximum — Quad",
                "per": "per unit",
                "text": "$8.44 per unit"
              },
              {
                "line": "Maximum — Max",
                "per": "per unit",
                "text": "$16.88 per unit"
              },
              {
                "line": "Fast — Shared deployment",
                "per": "per minute",
                "text": "$0.05 per minute"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Fast — Standard",
                "price": "$0.15/hr",
                "kind": "usage_rate",
                "unit": "minute",
                "billed": "usage"
              },
              {
                "name": "Fast — Double",
                "price": "$0.29/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Fast — Quad",
                "price": "$0.56/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Fast — Max",
                "price": "$1.13/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Balanced — Standard",
                "price": "$0.20/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Balanced — Double",
                "price": "$0.38/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Balanced — Quad",
                "price": "$0.75/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Balanced — Max",
                "price": "$1.50/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Powerful — Standard",
                "price": "$0.65/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Powerful — Double",
                "price": "$1.24/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Powerful — Quad",
                "price": "$2.44/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Powerful — Max",
                "price": "$4.88/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Maximum — Standard",
                "price": "$2.25/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Maximum — Double",
                "price": "$4.28/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Maximum — Quad",
                "price": "$8.44/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Maximum — Max",
                "price": "$16.88/hr",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Fast — Shared deployment",
                "price": "$0.05/hr",
                "kind": "usage_rate",
                "unit": "minute",
                "billed": "usage"
              },
              {
                "name": "Minimum deposit",
                "price": "$10",
                "kind": "one_off",
                "billed": "one_off"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "One-time packages from $10; $0.15 per minute; $0.29 per unit (usage-based)",
          "summary": "One-time packages from $10; $0.15 per minute; $0.29 per unit (usage-based). Auxen publicly lists private-deployment rates from $0.05/hr for shared Fast deployments or $0.15/hr for private Fast Standard, billed per minute of active time, plus a $10 minimum deposit."
        },
        "observed": true
      },
      {
        "agent_id": "avian",
        "name": "Avian",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "DeepSeek V4.1 Flash — input",
                "per": "per token",
                "text": "$0.13 per token"
              },
              {
                "line": "DeepSeek V4.1 Flash — output",
                "per": "per unit",
                "text": "$0.51 per unit"
              },
              {
                "line": "DeepSeek V4.1 Flash — cache",
                "per": "per unit",
                "text": "$0 per unit"
              },
              {
                "line": "DeepSeek V4 Flash — input",
                "per": "per unit",
                "text": "$0.14 per unit"
              },
              {
                "line": "DeepSeek V4 Flash — output",
                "per": "per unit",
                "text": "$0.28 per unit"
              },
              {
                "line": "DeepSeek V4 Flash — cache",
                "per": "per unit",
                "text": "$0 per unit"
              },
              {
                "line": "DeepSeek V4 Pro 0813 — input",
                "per": "per unit",
                "text": "$0.56 per unit"
              },
              {
                "line": "DeepSeek V4 Pro 0813 — output",
                "per": "per unit",
                "text": "$1,683 per unit"
              },
              {
                "line": "DeepSeek V4 Pro 0813 — cache",
                "per": "per unit",
                "text": "$0.02 per unit"
              },
              {
                "line": "MiniMax M3 — input",
                "per": "per unit",
                "text": "$0.26 per unit"
              },
              {
                "line": "MiniMax M3 — output",
                "per": "per unit",
                "text": "$1.02 per unit"
              },
              {
                "line": "MiniMax M3 — cache",
                "per": "per unit",
                "text": "$0.05 per unit"
              },
              {
                "line": "GLM-5.3 — input",
                "per": "per unit",
                "text": "$1.19 per unit"
              },
              {
                "line": "GLM-5.3 — output",
                "per": "per unit",
                "text": "$3.74 per unit"
              },
              {
                "line": "GLM-5.3 — cache",
                "per": "per unit",
                "text": "$0.22 per unit"
              },
              {
                "line": "GLM-5.3 Flash — input",
                "per": "per unit",
                "text": "$0.13 per unit"
              },
              {
                "line": "GLM-5.3 Flash — output",
                "per": "per unit",
                "text": "$0.42 per unit"
              },
              {
                "line": "GLM-5.3 Flash — cache",
                "per": "per unit",
                "text": "$0.03 per unit"
              },
              {
                "line": "Kimi K3 — input",
                "per": "per unit",
                "text": "$2.55 per unit"
              },
              {
                "line": "Kimi K3 — output",
                "per": "per unit",
                "text": "$12.75 per unit"
              },
              {
                "line": "Kimi K3 — cache",
                "per": "per unit",
                "text": "$0.26 per unit"
              },
              {
                "line": "MiMo-V2.6 Flash — input",
                "per": "per unit",
                "text": "$0.14 per unit"
              },
              {
                "line": "MiMo-V2.6 Flash — output",
                "per": "per unit",
                "text": "$0.28 per unit"
              },
              {
                "line": "MiMo-V2.6 Flash — cache",
                "per": "per unit",
                "text": "$0 per unit"
              },
              {
                "line": "MiMo-V2.6 Pro — input",
                "per": "per unit",
                "text": "$0.37 per unit"
              },
              {
                "line": "MiMo-V2.6 Pro — output",
                "per": "per unit",
                "text": "$0.74 per unit"
              },
              {
                "line": "MiMo-V2.6 Pro — cache",
                "per": "per unit",
                "text": "$0 per unit"
              },
              {
                "line": "MiMo-V2.5 Pro — input",
                "per": "per unit",
                "text": "$0.37 per unit"
              },
              {
                "line": "MiMo-V2.5 Pro — output",
                "per": "per unit",
                "text": "$0.74 per unit"
              },
              {
                "line": "MiMo-V2.5 Pro — cache",
                "per": "per unit",
                "text": "$0 per unit"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "DeepSeek V4.1 Flash — input",
                "price": "$0.1275",
                "kind": "usage_rate",
                "unit": "token",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4.1 Flash — output",
                "price": "$0.51",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4.1 Flash — cache",
                "price": "$0.00255",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4 Flash — input",
                "price": "$0.14",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4 Flash — output",
                "price": "$0.28",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4 Flash — cache",
                "price": "$0.0028",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4 Pro 0813 — input",
                "price": "$0.561",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4 Pro 0813 — output",
                "price": "$1.683",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "DeepSeek V4 Pro 0813 — cache",
                "price": "$0.0187",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiniMax M3 — input",
                "price": "$0.255",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiniMax M3 — output",
                "price": "$1.02",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiniMax M3 — cache",
                "price": "$0.051",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "GLM-5.3 — input",
                "price": "$1.19",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "GLM-5.3 — output",
                "price": "$3.74",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "GLM-5.3 — cache",
                "price": "$0.221",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "GLM-5.3 Flash — input",
                "price": "$0.1275",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "GLM-5.3 Flash — output",
                "price": "$0.425",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "GLM-5.3 Flash — cache",
                "price": "$0.0255",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Kimi K3 — input",
                "price": "$2.55",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Kimi K3 — output",
                "price": "$12.75",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Kimi K3 — cache",
                "price": "$0.255",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.6 Flash — input",
                "price": "$0.14",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.6 Flash — output",
                "price": "$0.28",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.6 Flash — cache",
                "price": "$0.0028",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.6 Pro — input",
                "price": "$0.36975",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.6 Pro — output",
                "price": "$0.7395",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.6 Pro — cache",
                "price": "$0.00306",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.5 Pro — input",
                "price": "$0.36975",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.5 Pro — output",
                "price": "$0.7395",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "MiMo-V2.5 Pro — cache",
                "price": "$0.00306",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$0.13 per token; $0.51 per unit (usage-based)",
          "summary": "$0.13 per token; $0.51 per unit (usage-based). Avian offers prepaid, per-token API pricing across ten models, with separate input, output, and cache rates and no subscriptions or commitments."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "llm-serving-infrastructure"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "llm-serving-infrastructure",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agent_infrastructure"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agent_infrastructure"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

19 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

ProviderTypeFromVs niche medianLiveness
Litellmprovides an AI gateway/proxy for model access, fallbacks, and spend tracking across 100+ LLMs in the OpenAI format
agentFree tierpaid plans vary—100% liveagent100% live
WWarpGBMtrains gradient boosting models on GPU and provides fast inference
mcpFreefree to use—50% livemcp50% live
CheapestinferenceCheapestInference is unlimited LLM inference at a flat monthly price — no token caps, no per-token billing. Subscribe to a pool of frontier open-source models…
mcp$22from / mo69% below100% livemcp69% below median100% live
HubrisHubris is an LLM gateway with an OpenAI-compatible API, billed in rubles: about 550 models from OpenAI, Anthropic, Google, DeepSeek, Qwen, Mistral and others b…
mcpFree tierpaid plans vary—100% livemcp100% live
Infergonkaconnects AI agents to the Gonka decentralized inference network, providing access to inference gateways/compute
agent$9from / mo87.3% below100% liveagent87.3% below median100% live
OpenRouterprovides API access to a wide range of AI/LLM models, including free models, with a router that automatically selects free models based on request requirements
agentFree tierpaid plans vary—100% liveagent100% live
RRoutaraOpenAI-compatible MCP for Routara — route 787+ LLMs, image & video via api.routara.ai. Tools: list_models, chat, generate_image, generate_video, get_video_sta…
mcp$90from / mo26.8% above100% livemcp26.8% above median100% live
SynapOpenAI-compatible inference for open-weight models, from Linkrra. List the models served right now with live per-token prices, get a model's full record, estim…
mcp$20from / mo71.8% below100% livemcp71.8% below median100% live
Transcodely VideoAgent-native video infrastructure. Transcode and host a video, get a playable link back — from one prompt, over MCP.
mcp$0.11from / mo99.8% below100% livemcp99.8% below median100% live
AimaSingle Go binary for AI inference on local hardware. Auto-detects hardware, selects optimal engine, deploys models, and self-tunes via built-in PDCA agent. MCP…
mcpFreefree to use—100% livemcp100% live
AurikoUnified API for routing requests across multiple LLM providers with cost optimization, prompt caching, and failover. Reduces inference costs through intelligen…
agent$89from / mo25.4% above100% liveagent25.4% above median100% live
Chuhaiyun Agent Engine提供基于 DeepSeek 模型的 OpenAI 兼容 API 代理服务,为 Hermes Agent、OpenCode、Codex 等工具提供专属 API Key、令牌额度和用量监控。
agent$0.75from / mo98.9% below100% liveagent98.9% below median100% live
FreellmpoolFree, open-source OpenAI-compatible LLM API gateway pooling 19 free-tier providers. Runs as CLI, Python library, local proxy, and MCP server with automatic fai…
mcpFreefree to use—100% livemcp100% live
Lm StudioLocal AI model runtime that lets you run LLMs like GPT, Llama, Gemma, Qwen, and DeepSeek privately on your own hardware. Includes GUI app, headless deployment,…
agent$20from / mo71.8% below100% liveagent71.8% below median100% live
Ofox AiUnified LLM API gateway providing access to 100+ language models including GPT, Claude, Gemini, DeepSeek, and Qwen through a single OpenAI-compatible API endpo…
agent$1.40from / mo98% below100% liveagent98% below median100% live
Ollama 2Runs and serves large language models locally on macOS, Windows, Linux, and Docker, with a command-line interface, model customization, and Python and JavaScri…
agent$20from / mo71.8% below100% liveagent71.8% below median100% live
OmnirouteFree, self-hosted AI gateway that routes requests across 237 AI providers with automatic fallback when rate limits are hit. Connects coding tools like Cursor,…
agentFreefree to use—100% liveagent100% live
VmlxFree, open-source Mac app for running LLMs locally on Apple Silicon. Features prefix caching, paged KV cache, continuous batching, MCP tool support, and OpenAI…
agentFreefree to use—100% liveagent100% live
Xiaomi MimoAPI platform providing access to Xiaomi MiMo-V2.5 flagship models and TTS capabilities. Offers one-time purchase licensing for productivity applications.
agent$6from / mo91.5% below100% liveagent91.5% below median100% live
Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.