Enterprise Knowledge Platform

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                "monthly_usd": 259
              },
              {
                "provider": "sync_vault",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$4/mo",
                "monthly_usd": 4
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 6,
            "offers": [
              {
                "provider": "busabase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$10 /seat/mo",
                "monthly_usd": 10
              },
              {
                "provider": "busabase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$20 /seat/mo",
                "monthly_usd": 20
              },
              {
                "provider": "easy_notion_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$10 per member / month",
                "monthly_usd": 10
              },
              {
                "provider": "easy_notion_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$20 per member / month",
                "monthly_usd": 20
              },
              {
                "provider": "m_files",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "€65/seat",
                "monthly_usd": 74.1
              },
              {
                "provider": "quelvio_mcp_server",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$10/ seat / month",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 2,
            "offers": [
              {
                "provider": "konverso",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "€ 29/month/user monthly subscription; € 25/month/user for annual subscription",
                "monthly_usd": 33.06
              },
              {
                "provider": "sb_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "A$79 / user / month",
                "monthly_usd": 52.14
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "daaam",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$69",
                "monthly_usd": null
              },
              {
                "provider": "sync_vault",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$59",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "braintube_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K RPCs",
                "monthly_usd": null
              },
              {
                "provider": "easy_notion_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10 per 1,000 monthly Notion credits",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 3,
            "offers": [
              {
                "provider": "graphlit",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.10/credit",
                "monthly_usd": null
              },
              {
                "provider": "graphlit",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.09/credit",
                "monthly_usd": null
              },
              {
                "provider": "graphlit",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.08/credit",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 22,
            "offers": [
              {
                "provider": "box_1",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "braintube_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "busabase",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "confluence",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "docsie_ai_assistant",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$2,040",
                "monthly_usd": null
              },
              {
                "provider": "docsie_ai_assistant",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$9,000",
                "monthly_usd": null
              },
              {
                "provider": "documentation_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "easy_notion_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "graphlit",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "knowledge_base_mcp_server",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "konverso",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to Sales",
                "monthly_usd": null
              },
              {
                "provider": "konverso",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to Sales",
                "monthly_usd": null
              },
              {
                "provider": "linkhut",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_kibela",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_obsidian_streamable_http",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mem",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "notion_proxy_unofficial",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "rav3n",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "sb_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "share_point",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "sourcesyncai_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "trip2g",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "let's talk",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 28,
          "normalized_observations": 41,
          "comparable_providers": 26,
          "strict_cohorts": 7,
          "exclusion_reasons": {
            "ambiguous_cadence": 22,
            "free_or_zero": 10,
            "usage_not_monthly": 5,
            "promo": 1,
            "unrankable_or_unparseable": 1,
            "range": 1,
            "one_time": 2
          }
        }
      }
    },
    "billingMix": {
      "freemium": 21,
      "subscription": 7,
      "free": 5,
      "one-time": 1
    },
    "freeTierShare": 0.76,
    "medianLowestUsd": 10
  },
  "movement": {
    "niche": "enterprise-knowledge-platform",
    "sector": "research-knowledge-work",
    "pricedNow": 27,
    "pairs": 25,
    "repriced": [
      {
        "handle": "sourcesyncai_mcp",
        "from": 99,
        "to": 39,
        "pct": -60.6
      },
      {
        "handle": "busabase",
        "from": 8,
        "to": 10,
        "pct": 25
      },
      {
        "handle": "sb_mcp",
        "from": 55.77,
        "to": 55.96,
        "pct": 0.3
      },
      {
        "handle": "m_files",
        "from": 75.1,
        "to": 75.22,
        "pct": 0.2
      },
      {
        "handle": "konverso",
        "from": 33.51,
        "to": 33.56,
        "pct": 0.1
      }
    ],
    "newlyPriced": [
      "kendr",
      "brainflow_mcp"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": -2.8,
    "kind": "mixed",
    "narrative": "Repricing + composition: 5 agents repriced — 4 up, 1 down; 2 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100.667,
        "pairs": 29,
        "dayChangePct": 0.67
      },
      {
        "day": "2026-08-12",
        "index": 100.667,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100.667,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100.667,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100.667,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100.667,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100.667,
        "pairs": 32,
        "dayChangePct": 0
      }
    ],
    "latest": 100.667,
    "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": "ambix",
      "name": "Ambix",
      "url": "https://ambix.ai",
      "short_summary": "maintains shared product context and team alignment by storing strategy, priorities, decisions and learnings as structured data accessible through AI tools",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Ambix charges $99 per workspace per month after a 30-day free trial, with unlimited seats and no annual pricing publicly shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "kore_ai_agentic_ai",
      "name": "Agentic AI for Work",
      "url": "https://kore.ai/ai-for-work",
      "short_summary": "Searches enterprise knowledge, generates and summarizes content, automates complex multi-step workflows, and orchestrates AI agents across departments",
      "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": "lightpaper",
      "name": "Lightpaper",
      "url": "https://lightpaper.org",
      "short_summary": "publishes and manages markdown documents with automated quality feedback and verification",
      "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": "push_realm",
      "name": "push-realm",
      "url": "https://www.pushrealm.com/",
      "short_summary": "shares and searches community-verified solutions for technical problems across AI agents",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Push Realm is presented as a free MCP server for searching solutions shared by other coding agents."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "quelvio_mcp_server",
      "name": "Quelvio",
      "url": "https://quelvio.com",
      "short_summary": "provides organizational knowledge retrieval and synthesis across connected systems for humans and AI agents",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Quelvio offers a permanent free plan and a Team plan at $10 per seat per month, with higher-capacity options and add-ons also shown on the pricing page."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "rav3n",
      "name": "Knowledge Raven",
      "url": "https://knowledge-raven.com",
      "short_summary": "provides unified knowledge retrieval for AI agents across multiple document sources",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. Knowledge Raven offers a free plan, a Pro plan at $29 per workspace per month, and custom-priced Enterprise plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "sb_mcp",
      "name": "Sb",
      "url": "https://stablebaseline.io",
      "short_summary": "provides a collaborative workspace where humans and AI agents co-author living documents, diagrams, and project plans with shared context",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 55.96,
        "monthly_usd": 39.64,
        "headline": "Free tier, then from $55.96/mo",
        "summary": "Free tier, then from $55.96/mo. Stable Baseline offers a permanent free plan, Pro at A$79 per user per month, and custom-priced Enterprise plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "sourcesyncai_mcp",
      "name": "SourceSync.ai MCP Server",
      "url": "https://sourcesync.ai",
      "short_summary": "keeps AI systems' knowledge up-to-date by automatically syncing data from various sources",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 39,
        "monthly_usd": 39,
        "headline": "From $39/mo",
        "summary": "From $39/mo. SiteGPT offers monthly plans from $39/mo, with Growth shown at $79/mo or $79/mo billed yearly, while Enterprise pricing is custom."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "cognifai",
      "name": "CognifAI",
      "url": "https://cognifai.app",
      "short_summary": "captures, organizes, and connects ideas with AI-powered semantic search, clustering, and knowledge graph visualization",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free tier, then from $9.99/mo",
        "summary": "Free tier, then from $9.99/mo. CognifAI offers a free plan plus Pro at $9.99/month and Pro+ at $14.99/month, with annual billing totals also shown for the paid plans."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "hivebook_mcp_server",
      "name": "Hivebook - The Knowledge Base for AI Agents",
      "url": "https://hivebook.wiki/",
      "short_summary": "provides collaborative knowledge wiki for AI agents to author, fact-check, vote on, and confidence-score entries",
      "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": "agent_fusion",
      "name": "Agent Fusion",
      "url": "https://github.com/krokozyab/Agent-Fusion",
      "short_summary": "Local RAG semantic search engine for AI agents. Indexes code, documentation (Markdown, Word, PDF) with embeddings. Runs 100% locally as single JAR; includes MC…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Agent Fusion's repository provides no observed pricing information; the separate GitHub pricing page is not pricing for Agent Fusion."
      },
      "home_niche": "enterprise-ai-search",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "alpha_sense_developer",
      "name": "Alpha Sense Developer",
      "url": "https://developer.alpha-sense.com/",
      "short_summary": "provides AI agents access to enterprise intelligence for search, research and summarization workflows like meeting prep and idea generation",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing amounts or plan details are shown in the supplied AlphaSense Developer Portal homepage context."
      },
      "home_niche": "developer-portal-api-docs",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "bayeslab",
      "name": "Bayeslab",
      "url": "https://bayeslab.ai/en",
      "short_summary": "Autonomous data agent that transforms raw business data into boardroom-ready reports through agentic exploration, hypothesis testing, and AI-powered storytelli…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Bayeslab offers a free plan, paid monthly per-seat Pro, Team, and Elite plans currently discounted to $10, $20, and $40, plus custom Enterprise pricing."
      },
      "home_niche": "report-generation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "brightwave",
      "name": "Brightwave",
      "url": "https://brightwave.io/",
      "short_summary": "Enterprise AI platform with autonomous agents that collaborate on complex projects. Provides unlimited scope and context, full sourcing and verifiability, and…",
      "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": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "connectify_executive_copilot",
      "name": "Connectify Executive Copilot",
      "url": "https://connectify.one/wisconsin/greenfield/ai-agents/executive-copilot",
      "short_summary": "Executive AI copilot for leadership teams that enables natural language queries of business data (EBITDA, cash, pipeline) without SQL. Transforms SOPs into exe…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 3000,
        "monthly_usd": 3000,
        "headline": "From $3000/mo",
        "summary": "From $3000/mo. Connectify offers three monthly subscription tiers ranging from $3,000 to $12,000/mo, with increasing levels of platform access, dedicated support, and AI agent customization."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "context_clue",
      "name": "Context Clue",
      "url": "https://context-clue.com/",
      "short_summary": "AI-driven knowledge management platform for engineering teams that transforms CAD files, ERP data, and technical documents into structured knowledge graphs. En…",
      "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": "knowledge-graph-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "data_and_ai_security",
      "name": "Data And Ai Security",
      "url": "https://folio3.ai/data-and-security-services",
      "short_summary": "provides managed data and AI security services: assesses, implements, and monitors security for AI/LLM environments, including LLM firewalls, access controls,…",
      "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 the managed data and AI security services; prospective customers are directed to contact the provider."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "flexible_graphrag_2",
      "name": "Flexible Graphrag 2",
      "url": "https://stevereiner.github.io/flexible-graphrag/",
      "short_summary": "Open-source platform for document processing, knowledge graph auto-building, hybrid search (vector, fulltext, graph), and AI chat. Supports 13 data sources, 10…",
      "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": "rag-pipeline-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/enterprise-knowledge-platform",
  "summary": {
    "niche": "enterprise-knowledge-platform",
    "sector": "research-knowledge-work",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $10/mo (11 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 11,
          "reliability": "medium",
          "median": 10,
          "p25": 10,
          "p75": 10,
          "status": "ok"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 20.74,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 25,
          "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": 3,
          "reliability": "low",
          "median": 170,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            5,
            124
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "per_seat",
          "pricing_unit_label": "per seat",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            10,
            20
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "enterprise-knowledge-platform"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/enterprise-knowledge-platform",
    "counts": {
      "listings_with_price_capture": 102,
      "listings_with_observed_public_price": 34,
      "providers_with_numeric_monthly_price_latest_scan": 27,
      "like_for_like_comparable_pairs": 25
    },
    "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": 10,
        "provider_count": 13,
        "plan_observation_count": 14,
        "data_confidence": 0.94,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.7,
          "provider_count": 13,
          "plan_observation_count": 14
        },
        "reliability": "high",
        "members": [
          {
            "provider": "ancher",
            "usd": 5
          },
          {
            "provider": "braintube_mcp",
            "usd": 10
          },
          {
            "provider": "linkhut",
            "usd": 10
          },
          {
            "provider": "mcp_obsidian_streamable_http",
            "usd": 10
          },
          {
            "provider": "mem",
            "usd": 10
          },
          {
            "provider": "knowledge_base_mcp_server",
            "usd": 10
          },
          {
            "provider": "share_point",
            "usd": 10
          },
          {
            "provider": "mcp_kibela",
            "usd": 10
          },
          {
            "provider": "confluence",
            "usd": 10
          },
          {
            "provider": "notion_proxy_unofficial",
            "usd": 10
          },
          {
            "provider": "box_1",
            "usd": 10
          },
          {
            "provider": "sourcesyncai_mcp",
            "usd": 39
          },
          {
            "provider": "graphlit",
            "usd": 124
          }
        ],
        "p25": 10,
        "p75": 10
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 25,
        "provider_count": 7,
        "plan_observation_count": 11,
        "data_confidence": 0.58,
        "data_confidence_basis": {
          "provider_component": 0.58,
          "observation_component": 0.55,
          "provider_count": 7,
          "plan_observation_count": 11
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "sync_vault",
            "usd": 4
          },
          {
            "provider": "cognifai",
            "usd": 12.49
          },
          {
            "provider": "ancher",
            "usd": 15
          },
          {
            "provider": "kendr",
            "usd": 25
          },
          {
            "provider": "rav3n",
            "usd": 29
          },
          {
            "provider": "brainflow_mcp",
            "usd": 99.9
          },
          {
            "provider": "documentation_ai",
            "usd": 107
          }
        ],
        "p25": 13.75,
        "p75": 64.45
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_seat",
        "median": 12.5,
        "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": "easy_notion_mcp",
            "usd": 10
          },
          {
            "provider": "busabase",
            "usd": 15
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_user",
        "median": 42.6,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "konverso",
            "usd": 33.06
          },
          {
            "provider": "sb_mcp",
            "usd": 52.14
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 169.5,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "kendr",
            "usd": 150
          },
          {
            "provider": "sourcesyncai_mcp",
            "usd": 169
          },
          {
            "provider": "docsie_ai_assistant",
            "usd": 170
          },
          {
            "provider": "graphlit",
            "usd": 999
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "per_seat",
        "median": 15,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "quelvio_mcp_server",
            "usd": 10
          },
          {
            "provider": "easy_notion_mcp",
            "usd": 20
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1387.45,
        "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": "brainflow_mcp",
            "usd": 899.9
          },
          {
            "provider": "docsie_ai_assistant",
            "usd": 1875
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 102,
      "listings_with_observed_public_price": 34,
      "normalized_observations": 41,
      "comparable_providers": 26,
      "strict_cohorts": 7,
      "exclusion_reasons": {
        "ambiguous_cadence": 22,
        "free_or_zero": 10,
        "usage_not_monthly": 5,
        "promo": 1,
        "unrankable_or_unparseable": 1,
        "range": 1,
        "one_time": 2
      }
    },
    "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": 22,
      "free_or_zero": 10,
      "usage_not_monthly": 5,
      "promo": 1,
      "unrankable_or_unparseable": 1,
      "range": 1,
      "one_time": 2
    },
    "billing_mix": {
      "freemium": 21,
      "subscription": 7,
      "free": 5,
      "one-time": 1
    },
    "free_tier_share": 0.76,
    "top_providers": [
      {
        "agent_id": "ambix",
        "name": "Ambix",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Ambix charges $99 per workspace per month after a 30-day free trial, with unlimited seats and no annual pricing publicly shown."
        },
        "observed": true
      },
      {
        "agent_id": "kore_ai_agentic_ai",
        "name": "Agentic AI for Work",
        "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": "lightpaper",
        "name": "Lightpaper",
        "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": "push_realm",
        "name": "push-realm",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Push Realm is presented as a free MCP server for searching solutions shared by other coding agents."
        },
        "observed": true
      },
      {
        "agent_id": "quelvio_mcp_server",
        "name": "Quelvio",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "Free tier, then from $10/mo",
          "summary": "Free tier, then from $10/mo. Quelvio offers a permanent free plan and a Team plan at $10 per seat per month, with higher-capacity options and add-ons also shown on the pricing page."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "enterprise-knowledge-platform"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "enterprise-knowledge-platform",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ambix"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ambix"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}