LLM Serving Infrastructure
Query this niche via MCP
market_report({ query: "LLM Serving Infrastructure", response_mode: "summary" })Agents · median
$50/mo
MCP servers · median
$145/mo
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 scaleAgents $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
All plans
21 pricedProvidervs its cohort medianMonthly
Chuhaiyun Agent Engineagent
$0 below
Chuhaiyun Agent Engineagent
$0 below
Transcodely Videomcp
$0 below
Xiaomi Mimo Apiagent
$6 below
infergonkaagent
$9 below
Lm Studioagent
$20 below
Cheapestinference Mcpmcp
$22 below
infergonkaagent
$29 below
Xiaomi Mimo Apiagent
$50 ~median
Ollama 2agent
$60 above
Cheapestinference Mcpmcp
$71 below
infergonkaagent
$79 above
synapmcp
$85 below
aurikoagent
$89 above
Lm Studioagent
$100 above
Routara Mcpmcp
$145 ~median
Cheapestinference Mcpmcp
$199 above
Routara Mcpmcp
$273 above
synapmcp
$274 above
Routara Mcpmcp
$499 above
Ollama 2agent
$500 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
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
{
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{
"provider": "xiaomi_mimo_api",
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"price": "$100/mo",
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},
{
"provider": "xiaomi_mimo_api",
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{
"provider": "xiaomi_mimo_api",
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{
"provider": "xiaomi_mimo_api",
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"unit": "flat",
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"provider": "chuhaiyun_agent_engine",
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"provider": "chuhaiyun_agent_engine",
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{
"provider": "chuhaiyun_agent_engine",
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{
"provider": "chuhaiyun_agent_engine",
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"monthly_usd": null
},
{
"provider": "chuhaiyun_agent_engine",
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"billing": "one_time",
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},
{
"provider": "chuhaiyun_agent_engine",
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{
"provider": "chuhaiyun_agent_engine",
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},
{
"provider": "chuhaiyun_agent_engine",
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},
{
"provider": "chuhaiyun_agent_engine",
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},
{
"provider": "chuhaiyun_agent_engine",
"tier": "individual",
"billing": "one_time",
"unit": "flat",
"price": "¥9.9 一次性",
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},
{
"provider": "chuhaiyun_agent_engine",
"tier": "pro",
"billing": "one_time",
"unit": "flat",
"price": "¥29.9 一次性",
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},
{
"provider": "mapleflow",
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"billing": "one_time",
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"price": "$10",
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},
{
"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",
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},
{
"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",
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},
{
"provider": "auxen",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.56/hr",
"monthly_usd": null
},
{
"provider": "auxen",
"tier": "pro",
"billing": "usage",
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"price": "$1.13/hr",
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},
{
"provider": "auxen",
"tier": "pro",
"billing": "usage",
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"monthly_usd": null
},
{
"provider": "auxen",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.38/hr",
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},
{
"provider": "auxen",
"tier": "individual",
"billing": "usage",
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"price": "$0.75/hr",
"monthly_usd": null
},
{
"provider": "auxen",
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"billing": "usage",
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},
{
"provider": "auxen",
"tier": "pro",
"billing": "usage",
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"price": "$0.65/hr",
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},
{
"provider": "auxen",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$1.24/hr",
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},
{
"provider": "auxen",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$2.44/hr",
"monthly_usd": null
},
{
"provider": "auxen",
"tier": "pro",
"billing": "usage",
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"price": "$4.88/hr",
"monthly_usd": null
},
{
"provider": "auxen",
"tier": "pro",
"billing": "usage",
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"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",
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"price": "$8.44/hr",
"monthly_usd": null
},
{
"provider": "auxen",
"tier": "pro",
"billing": "usage",
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},
{
"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",
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},
{
"provider": "avian",
"tier": "individual",
"billing": "usage",
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"price": "$0.14",
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},
{
"provider": "avian",
"tier": "individual",
"billing": "usage",
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"price": "$0.28",
"monthly_usd": null
},
{
"provider": "avian",
"tier": "pro",
"billing": "usage",
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"price": "$0.561",
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},
{
"provider": "avian",
"tier": "pro",
"billing": "usage",
"unit": "flat",
"price": "$1.683",
"monthly_usd": null
},
{
"provider": "avian",
"tier": "pro",
"billing": "usage",
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"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",
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"billing": "usage",
"unit": "per_minute",
"price": "€0.0113 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.015 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.03 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.06 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.02 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.03 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.04 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.08 /min",
"monthly_usd": null
},
{
"provider": "transcodely_video",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "€0.16 /min",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 5,
"offers": [
{
"provider": "aimlapi",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom pricing",
"monthly_usd": null
},
{
"provider": "auriko",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "litellm",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "contact_sales",
"monthly_usd": null
},
{
"provider": "openrouter",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact sales",
"monthly_usd": null
},
{
"provider": "opper_ai",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 30,
"normalized_observations": 32,
"comparable_providers": 10,
"strict_cohorts": 3,
"exclusion_reasons": {
"usage_not_monthly": 226,
"one_time": 27,
"ambiguous_cadence": 5,
"promo": 5
}
}
}
},
"quoteOnlyProvidersByTier": {
"pro": 0,
"individual": 0,
"enterprise": 5,
"team_sme": 0
},
"billingMix": {
"free": 5,
"usage": 19,
"freemium": 9,
"subscription": 3
},
"freeTierShare": 0.39,
"medianLowestUsd": 20
},
"movement": {
"niche": "llm-serving-infrastructure",
"sector": "developer-tools-infra",
"pricedNow": 8,
"pairs": 7,
"repriced": [],
"newlyPriced": [
"synap"
],
"droppedFromPriced": [],
"likeForLikePct": 0,
"kind": "composition",
"narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
},
"index_series": {
"series": [
{
"day": "2026-09-17",
"index": 106.379,
"pairs": 20,
"dayChangePct": 0
},
{
"day": "2026-09-18",
"index": 106.379,
"pairs": 18,
"dayChangePct": 0
},
{
"day": "2026-09-19",
"index": 106.379,
"pairs": 18,
"dayChangePct": 0
},
{
"day": "2026-09-20",
"index": 106.379,
"pairs": 18,
"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",
"index": 107.575,
"pairs": 18,
"dayChangePct": 0
},
{
"day": "2026-10-09",
"index": 107.575,
"pairs": 19,
"dayChangePct": 0
},
{
"day": "2026-10-10",
"index": 107.575,
"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 formatWWarpGBMtrains gradient boosting models on GPU and provides fast inference
mcpFreefree to use—50% 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 requirementsRRoutaraOpenAI-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% 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…
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,…
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…
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…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.