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Enterprise AI Platform

Query this niche via MCPmarket_report({ query: "Enterprise AI Platform", response_mode: "summary" })
active marketmarket pulse 48/100commercial money present0 new builders in 30d66 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$82/mo
$49–$399 middle half · 15 providers · median of every priced plan point, all tiers
MCP servers · median
None priced — too few for a MCP servers median.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $82
clarista · $3
Lyzr Ai · $8
Ara Hub · $11
minimax · $22
Ai Agent Advisor Maybe · $130
zbrain · $999
Connectify Executive Copilot · $3,000
Bailian Cli · $0
Mrp Agent · $19
Portkey Ai · $49
Imagga Beam · $50
minimax · $54
katonic · $60
Ai Agents · $60
magicrew · $73
Ara Hub · $74
Dust Tt · $82
minimax · $130
Ara Hub · $143
katonic · $150
magicrew · $300
Mrp Agent · $399
Ai Agent Advisor Maybe · $465
zbrain · $999
Imagga Beam · $3,990
Connectify Executive Copilot · $6,000
$5
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of Enterprise AI Platform (latest observation 2026-10-15T03:43:03.005Z). 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": "enterprise-ai-platform",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "enterprise-ai-platform",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 24.42,
      "p25": 15.25,
      "p75": 49.75,
      "providers": 18
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    "by_provider_type": {
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        "publishable": true,
        "confidence": "normal"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
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  "crowding_level": "crowded",
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  "market_pulse": {
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        "billing": "freemium",
        "lowest_monthly_usd": 26.86,
        "monthly_usd": 26.86,
        "headline": "Free plan; paid from €24/mo",
        "summary": "Free plan; paid from €24/mo. Dust offers a free lifetime-credit tier, paid Pro and Max plans priced monthly per seat, and an Enterprise plan with custom pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "katonic",
      "name": "ACE Co-pilot",
      "url": "https://katonic.ai/ace",
      "short_summary": "Provides a sovereign enterprise AI platform where employees search company knowledge, generate documents, and build/deploy/execute AI agents on the customer's…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Copilot Seat",
            "monthly_native": 45,
            "monthly_usd": 45,
            "commitment": "monthly",
            "basis": "$45/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "GPU Hour (H100)",
              "per": "per unit",
              "text": "$4.5 per unit"
            },
            {
              "line": "LLM API",
              "per": "per unit",
              "text": "$6 per unit"
            },
            {
              "line": "Model Serving",
              "per": "per unit",
              "text": "$1.2 per unit"
            }
          ],
          "currency": "USD",
          "notes": [
            "other prices: Fine-Tuning Job $500 (one-time)"
          ],
          "lines": [
            {
              "name": "GPU Hour (H100)",
              "price": "$4.50",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "LLM API",
              "price": "$6.00",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Copilot Seat",
              "price": "$45",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Fine-Tuning Job",
              "price": "$500",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Agent Deployment",
              "price": "$150",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Notebook Environment",
              "price": "$75",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Model Serving",
              "price": "$1.20",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 45,
        "monthly_usd": 45,
        "headline": "From $45/mo",
        "summary": "From $45/mo. Katonic publicly shows illustrative customer prices ranging from $45 per month for a Copilot seat to usage-based GPU, API, and model-serving rates plus a $500 fine-tuning job."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "lyzr_ai",
      "name": "Lyzr",
      "url": "https://www.lyzr.ai/",
      "short_summary": "Provides a platform to build, test, deploy and govern enterprise AI agents across functions like HR, sales, support, marketing, banking and insurance",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starting",
            "monthly_native": 8333.33,
            "monthly_usd": 8333.333333333334,
            "commitment": "annual",
            "basis": "$100,000/year (annual commitment) = $8,333/month equivalent"
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starting",
              "price": "$100K a year",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Custom",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 8333.333333333334,
        "monthly_usd": 8333.333333333334,
        "headline": "Free plan; paid from $8,333/mo (annual commitment)",
        "summary": "Free plan; paid from $8,333/mo (annual commitment). Lyzr publicly lists a free-forever option, a paid offering starting at $100K per year, and custom pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "portkey_ai",
      "name": "Portkey AI",
      "url": "https://portkey.ai",
      "short_summary": "Provides an AI gateway, observability, guardrails, governance, and prompt management for production GenAI applications; routes and manages access to 1,600+ LLM…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Production",
            "monthly_native": 49,
            "monthly_usd": 49,
            "commitment": "monthly",
            "basis": "$49/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Developer",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Production",
              "price": "$49/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom Pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free plan; paid from $49/mo",
        "summary": "Free plan; paid from $49/mo. Portkey offers a free tier for development, a $49/month production plan with usage-based overages, and custom enterprise pricing for high-volume workloads."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "simosphere_ai",
      "name": "SIMOSphere AI",
      "url": "https://simosphereai.com",
      "short_summary": "orchestrates AI models and connects enterprise systems (CRM, ERP, document management) with large language models",
      "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": "sparkient",
      "name": "Sparkient",
      "url": "https://sparkient.ai/",
      "short_summary": "Make structured decisions in under 100ms — faster than any LLM API call. Define any decision type your app needs, train a lightweight ML model from AI-generate…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Developer",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Developer",
              "price": "$19 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$199 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Production",
              "price": "$599 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "High volume",
              "price": "$1,999 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo",
        "summary": "Free plan; paid from $19/mo. Sparkient offers a free plan with one-time credits and paid monthly plans from $19 to $1,999, with usage-based credits and separate billing for some features."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "thinkneo_ai_control_plane",
      "name": "Thinkneo Ai Control Plane",
      "url": "https://thinkneo.ai",
      "short_summary": "provides runtime governance and control layer for enterprise AI applications across multiple providers",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). ThinkNEO publicly presents enterprise demo and sales engagement details, but no verifiable plan billing period or public monthly price is shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agentic_engineering",
      "name": "Agentic Engineering",
      "url": "https://rescale.com/solutions/agentic-digital-engineering/",
      "short_summary": "automates and orchestrates engineering R&D workflows (meshing, solving, post-processing, job troubleshooting, benchmarking, document updates) and monitors simu…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for Rescale's agentic engineering offering."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "cohere",
      "name": "Cohere",
      "url": "https://cohere.com/",
      "short_summary": "Provides enterprise AI models and a platform (North) that powers workplace productivity, search, reasoning, tool orchestration, and acting across company data",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). The pricing page directs prospective enterprise customers to request a demo, while the available dollar amounts are not clearly attributable to specific plans or billing periods."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "easyedge_ai_copilot_easyedge",
      "name": "Easyedge Ai Copilot Easyedge",
      "url": "https://easyedge.io/easyedge-ai-copilot",
      "short_summary": "Automates IIoT project engineering tasks such as namespace generation, asset integration, code block creation, data pipe connections, and tag expression genera…",
      "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": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "1password_agentic_ai",
      "name": "1password Agentic Ai",
      "url": "https://1password.com/solutions/agentic-ai",
      "short_summary": "Enterprise security platform for managing AI agent authentication and access control. Provides credential management, audit trails, and governance for autonomo…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Individual",
            "monthly_native": 3.99,
            "monthly_usd": 3.99,
            "commitment": "monthly",
            "basis": "$3.99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Teams Starter Pack",
              "price": "$2.49 / user",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "annually",
              "min_seats": 10
            },
            {
              "name": "Business",
              "price": "$8.99 / user",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "annually",
              "min_seats": 1
            },
            {
              "name": "Individual",
              "price": "$3.99",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Families",
              "price": "$5.99",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 3.99,
        "monthly_usd": 3.99,
        "headline": "From $3.99/mo",
        "summary": "From $3.99/mo. 1Password lists business plans from $2.49 per user per month and personal plans with first-year promotional pricing, with the displayed monthly rates billed yearly."
      },
      "home_niche": "agent-identity-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "abcdatawork",
      "name": "Abcdatawork",
      "url": "https://abcdatawork.com/",
      "short_summary": "AI infrastructure and data platform engineering company. Builds production-ready RAG pipelines, MCP servers, distributed systems, and GPU-optimized inference i…",
      "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-data-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "abundly",
      "name": "Abundly",
      "url": "https://abundly.ai/use-cases",
      "short_summary": "AI agent platform for building production-ready business automation agents. Offers pre-built agents for HR screening, contract analysis, invoice processing, le…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Basic",
            "monthly_native": 240,
            "monthly_usd": 240,
            "commitment": "monthly",
            "basis": "$240/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Basic",
              "price": "$240/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$950/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 240,
        "monthly_usd": 240,
        "headline": "From $240/mo",
        "summary": "From $240/mo. Abundly offers Basic at $240/month and Business at $950/month, with additional credit top-ups and custom-priced Enterprise plans."
      },
      "home_niche": "business-process-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "adaptivex_agent",
      "name": "AdaptiveX Agent",
      "url": "https://adaptivex.sg/platform/agent",
      "short_summary": "Coordinates specialised AI agents to automate operational back-office workflows such as data entry, report generation, system updates, invoice processing, comp…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "AdaptiveX describes a configurable voice-agent platform but does not publish public pricing on the supplied page."
      },
      "home_niche": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "adobe_agent_orchestrator",
      "name": "Adobe Agent Orchestrator",
      "url": "https://business.adobe.com/products/experience-platform/agent-orchestrator.html",
      "short_summary": "Enterprise agent orchestration platform from Adobe Experience Platform for coordinating and managing AI agents in business workflows and customer experience au…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aegisagent",
      "name": "Aegis Autonomous AI Agent Platform",
      "url": "https://aegisagent.ai/",
      "short_summary": "Autonomously decomposes and executes user-defined goals: web research, content generation, email triage, code review, monitoring, and workflow orchestration",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Aegis",
            "monthly_native": 50,
            "monthly_usd": 50,
            "commitment": "monthly",
            "basis": "$50/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Aegis",
              "price": "$50/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "From $50/mo",
        "summary": "From $50/mo. Aegis publicly displays a $50/mo subscription price on its homepage, with no additional plan details shown."
      },
      "home_niche": "deep-research-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aethvion_suite",
      "name": "Aethvion Suite",
      "url": "http://marcelvanduijn.com/aethvion-suite.html",
      "short_summary": "Unified AI-powered super-app ecosystem with multi-step ReAct agents, specialized agent management, AI chat with auto-routing, image generation, audio editing,…",
      "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-assistant-suite",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aetnic",
      "name": "Aetnic",
      "url": "https://www.aetnic.com/",
      "short_summary": "Autonomous AI platform that deploys specialized AI agents to plan, build, secure, deploy, and operate complete software systems from a single instruction. Feat…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Aetnic does not publicly disclose a reliable plan price or billing period; it offers a free trial and an enterprise demo."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/enterprise-ai-platform",
  "summary": {
    "niche": "enterprise-ai-platform",
    "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 $57/mo (10 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": 10,
          "reliability": "medium",
          "median": 57,
          "p25": 49.25,
          "p75": 69.38,
          "status": "ok"
        },
        {
          "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": 9,
          "reliability": "medium",
          "median": 399,
          "p25": 150,
          "p75": 999,
          "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": 7,
          "reliability": "medium",
          "median": 22,
          "p25": 9.79,
          "p75": 564.49,
          "status": "ok"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "enterprise-ai-platform"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/enterprise-ai-platform",
    "counts": {
      "listings_with_price_capture": 72,
      "listings_with_observed_public_price": 36,
      "providers_with_numeric_monthly_price_latest_scan": 18,
      "like_for_like_comparable_pairs": 16
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 65.5,
        "provider_count": 8,
        "plan_observation_count": 11,
        "data_confidence": 0.64,
        "data_confidence_basis": {
          "provider_component": 0.67,
          "observation_component": 0.55,
          "provider_count": 8,
          "plan_observation_count": 11
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "clarista",
            "usd": 2.92
          },
          {
            "provider": "lyzr_ai",
            "usd": 8.33
          },
          {
            "provider": "ara_hub",
            "usd": 11.25
          },
          {
            "provider": "minimax",
            "usd": 22
          },
          {
            "provider": "sparkient",
            "usd": 109
          },
          {
            "provider": "ai_agent_advisor_maybe",
            "usd": 129.98
          },
          {
            "provider": "zbrain",
            "usd": 999
          },
          {
            "provider": "connectify_executive_copilot",
            "usd": 3000
          }
        ],
        "p25": 10.52,
        "p75": 347.24
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 57,
        "provider_count": 10,
        "plan_observation_count": 16,
        "data_confidence": 0.83,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.8,
          "provider_count": 10,
          "plan_observation_count": 16
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "bailian_cli",
            "usd": 0.31
          },
          {
            "provider": "mrp_agent",
            "usd": 19
          },
          {
            "provider": "portkey_ai",
            "usd": 49
          },
          {
            "provider": "imagga_beam",
            "usd": 50
          },
          {
            "provider": "minimax",
            "usd": 54
          },
          {
            "provider": "katonic",
            "usd": 60
          },
          {
            "provider": "ai_agents",
            "usd": 60
          },
          {
            "provider": "magicrew",
            "usd": 72.5
          },
          {
            "provider": "ara_hub",
            "usd": 73.5
          },
          {
            "provider": "dust_tt",
            "usd": 82.08
          }
        ],
        "p25": 49.25,
        "p75": 69.38
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 399,
        "provider_count": 9,
        "plan_observation_count": 12,
        "data_confidence": 0.72,
        "data_confidence_basis": {
          "provider_component": 0.75,
          "observation_component": 0.6,
          "provider_count": 9,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "minimax",
            "usd": 130
          },
          {
            "provider": "ara_hub",
            "usd": 142.5
          },
          {
            "provider": "katonic",
            "usd": 150
          },
          {
            "provider": "magicrew",
            "usd": 300
          },
          {
            "provider": "mrp_agent",
            "usd": 399
          },
          {
            "provider": "ai_agent_advisor_maybe",
            "usd": 464.98
          },
          {
            "provider": "zbrain",
            "usd": 999
          },
          {
            "provider": "imagga_beam",
            "usd": 3990
          },
          {
            "provider": "connectify_executive_copilot",
            "usd": 6000
          }
        ],
        "p25": 150,
        "p75": 999
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 6649.5,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "sparkient",
            "usd": 1299
          },
          {
            "provider": "connectify_executive_copilot",
            "usd": 12000
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 72,
      "listings_with_observed_public_price": 36,
      "normalized_observations": 43,
      "comparable_providers": 17,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 18,
        "usage_not_monthly": 9,
        "one_time": 8,
        "unrankable_or_unparseable": 2,
        "free_or_zero": 1,
        "range": 1
      }
    },
    "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": {
      "ambiguous_cadence": 18,
      "usage_not_monthly": 9,
      "one_time": 8,
      "unrankable_or_unparseable": 2,
      "free_or_zero": 1,
      "range": 1
    },
    "billing_mix": {
      "subscription": 6,
      "usage": 3,
      "contact_sales": 11,
      "freemium": 11,
      "free": 3,
      "one-time": 2
    },
    "free_tier_share": 0.39,
    "top_providers": [
      {
        "agent_id": "dust_tt",
        "name": "Dust Tt",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 24,
              "monthly_usd": 26.86,
              "commitment": "monthly",
              "basis": "€24/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "Free",
                "price": "0€",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "24€",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Max",
                "price": "120€",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Talk to sales",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 26.86,
          "monthly_usd": 26.86,
          "headline": "Free plan; paid from €24/mo",
          "summary": "Free plan; paid from €24/mo. Dust offers a free lifetime-credit tier, paid Pro and Max plans priced monthly per seat, and an Enterprise plan with custom pricing."
        },
        "observed": true
      },
      {
        "agent_id": "katonic",
        "name": "ACE Co-pilot",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Copilot Seat",
              "monthly_native": 45,
              "monthly_usd": 45,
              "commitment": "monthly",
              "basis": "$45/month",
              "billing_verified": true
            },
            "rates": [
              {
                "line": "GPU Hour (H100)",
                "per": "per unit",
                "text": "$4.5 per unit"
              },
              {
                "line": "LLM API",
                "per": "per unit",
                "text": "$6 per unit"
              },
              {
                "line": "Model Serving",
                "per": "per unit",
                "text": "$1.2 per unit"
              }
            ],
            "currency": "USD",
            "notes": [
              "other prices: Fine-Tuning Job $500 (one-time)"
            ],
            "lines": [
              {
                "name": "GPU Hour (H100)",
                "price": "$4.50",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "LLM API",
                "price": "$6.00",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Copilot Seat",
                "price": "$45",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Fine-Tuning Job",
                "price": "$500",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "Agent Deployment",
                "price": "$150",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Notebook Environment",
                "price": "$75",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Model Serving",
                "price": "$1.20",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": 45,
          "monthly_usd": 45,
          "headline": "From $45/mo",
          "summary": "From $45/mo. Katonic publicly shows illustrative customer prices ranging from $45 per month for a Copilot seat to usage-based GPU, API, and model-serving rates plus a $500 fine-tuning job."
        },
        "observed": true
      },
      {
        "agent_id": "lyzr_ai",
        "name": "Lyzr",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Starting",
              "monthly_native": 8333.33,
              "monthly_usd": 8333.333333333334,
              "commitment": "annual",
              "basis": "$100,000/year (annual commitment) = $8,333/month equivalent"
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Starting",
                "price": "$100K a year",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Custom",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 8333.333333333334,
          "monthly_usd": 8333.333333333334,
          "headline": "Free plan; paid from $8,333/mo (annual commitment)",
          "summary": "Free plan; paid from $8,333/mo (annual commitment). Lyzr publicly lists a free-forever option, a paid offering starting at $100K per year, and custom pricing."
        },
        "observed": true
      },
      {
        "agent_id": "portkey_ai",
        "name": "Portkey AI",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Production",
              "monthly_native": 49,
              "monthly_usd": 49,
              "commitment": "monthly",
              "basis": "$49/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Developer",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Production",
                "price": "$49/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom Pricing",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 49,
          "monthly_usd": 49,
          "headline": "Free plan; paid from $49/mo",
          "summary": "Free plan; paid from $49/mo. Portkey offers a free tier for development, a $49/month production plan with usage-based overages, and custom enterprise pricing for high-volume workloads."
        },
        "observed": true
      },
      {
        "agent_id": "simosphere_ai",
        "name": "SIMOSphere AI",
        "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
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "enterprise-ai-platform"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "enterprise-ai-platform",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "dust_tt"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "dust_tt"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

22 providers, one sortable view

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

ProviderTypeFromVs niche medianLiveness
Dust TtBuilds and runs company-internal AI agents that connect to business data and tools to perform tasks across departments (e.g. lead qualification, ticket routing…
agent$26.86from / mo52.9% below88% liveagent52.9% below median88% live
ACE Co-pilotProvides a sovereign enterprise AI platform where employees search company knowledge, generate documents, and build/deploy/execute AI agents on the customer's…
mcp$45from / mo21.1% below88% livemcp21.1% below median88% live
LyzrProvides a platform to build, test, deploy and govern enterprise AI agents across functions like HR, sales, support, marketing, banking and insurance
agent$8333.33from / mo14519.9% above88% liveagent14519.9% above median88% live
Portkey AIProvides an AI gateway, observability, guardrails, governance, and prompt management for production GenAI applications; routes and manages access to 1,600+ LLM…
agent$49from / mo14% below88% liveagent14% below median88% live
SparkientMake structured decisions in under 100ms — faster than any LLM API call. Define any decision type your app needs, train a lightweight ML model from AI-generate…
mcp$19from / mo66.7% below88% livemcp66.7% below median88% live
Querypie AiProvides an enterprise AI platform that connects tools via an MCP gateway and supports building custom AI agents and AI transformation
mcp$50from / mo12.3% below88% livemcp12.3% below median88% live
Your AI Agent AdvisorProvides a personalised AI strategy/roadmap and recommendations to guide businesses on AI adoption and agent selection
agent$128.52from / mo125.5% above88% liveagent125.5% above median88% live
Imagga AI capabilities via BeamIntegrates Imagga's image recognition (image tagging, categorization, visual search, content moderation) into Beam AI agentic workflows to automate operations
tool$50from / mo12.3% below88% livetool12.3% below median88% live
MRP Agentunclear
agent$19from / mo66.7% below88% liveagent66.7% below median88% live
Ara HubAI 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…
agent$7.50from / mo86.8% below88% liveagent86.8% below median88% live
BailianAlibaba Cloud's official command-line tool for AI agents to access multimodal capabilities: text, dialogue, image/video generation, TTS/ASR, web search, RAG, m…
agent$7.46from / mo86.9% below88% liveagent86.9% below median88% live
ClaristaEnterprise platform for building, deploying, orchestrating, monitoring, and governing AI agents on private cloud, on-premises, or behind a firewall. Supports m…
agent$1666.67from / mo2824% above88% liveagent2824% above median88% live
Connectify Executive CopilotExecutive AI copilot for leadership teams that enables natural language queries of business data (EBITDA, cash, pipeline) without SQL. Transforms SOPs into exe…
agent$3000from / mo5163.2% above88% liveagent5163.2% above median88% live
MagicrewOpen-source enterprise AI agent platform combining generalist AI agents, workflow engine, instant messaging, and collaborative office tools. Features budget co…
agent$29from / mo49.1% below100% liveagent49.1% below median100% live
Mateclaw 2Self-hosted team AI OS built on Spring AI Alibaba. Runs agents, wikis, memory, MCP tools, and multi-channel comms in one JAR with verifiable goals, knowledge g…
agentFreefree to use—88% liveagent88% live
MaxkbOpen-source enterprise AI agent platform supporting RAG knowledge bases, private DeepSeek deployment, customer service agents, office assistants, and workflow…
agentFreefree to use—88% liveagent88% live
Mcp XOpen-source enterprise AI middleware platform integrating video generation, conversational AI, image editing, web app building, and MCP services for rapid AI d…
agentFreefree to use—100% liveagent100% live
MinimaxAI company offering frontier multimodal models (M3, M2.7, M2.5) with 1M context, coding/agentic capabilities, and agent products including MiniMax Code and Age…
agent$22from / mo61.4% below88% liveagent61.4% below median88% live
OpenoctaOpen-source enterprise-grade AI agent platform. Provides digital workers available 24/7 for engineers; one-click deployment and ready-to-use out of the box.
agent$0.06from / mo99.9% below88% liveagent99.9% below median88% live
StackaiEnterprise AI agent platform with drag-and-drop no-code builder. Deploy secure, compliant AI agents at scale with 100+ integrations, multi-tenant deployment op…
agentFree tierpaid plans vary—88% liveagent88% live
TrelentPrivate AI platform for automating sensitive workflows in regulated industries. Provides self-hosted APIs with data ingestion, intelligent search, and agent or…
agent$10000from / mo17443.9% above88% liveagent17443.9% above median88% live
ZbrainEnterprise generative AI platform that builds custom AI agents and applications for businesses across industries. Offers pre-built agents for customer support,…
agent$999from / mo1652.6% above100% liveagent1652.6% above 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.