Enterprise Knowledge Platform

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                "price": "$40 USD / month",
                "monthly_usd": 40
              },
              {
                "provider": "kendr",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$80 USD / month",
                "monthly_usd": 80
              },
              {
                "provider": "kibela",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "500円 / 月",
                "monthly_usd": 3.1
              },
              {
                "provider": "kibela",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "800円 / 月",
                "monthly_usd": 4.96
              },
              {
                "provider": "kibela",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "1,500円 / 月",
                "monthly_usd": 9.3
              },
              {
                "provider": "rav3n",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/month",
                "monthly_usd": 29
              },
              {
                "provider": "sb_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "A$39 a month, excl. GST",
                "monthly_usd": 25.74
              },
              {
                "provider": "sourcesyncai_mcp",
                "tier": "individual",
                "billing": "monthly",
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                "price": "$39/mo",
                "monthly_usd": 39
              },
              {
                "provider": "sourcesyncai_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mo",
                "monthly_usd": 79
              },
              {
                "provider": "sourcesyncai_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$259/mo",
                "monthly_usd": 259
              },
              {
                "provider": "sync_vault",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$4/mo",
                "monthly_usd": 4
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 5,
            "offers": [
              {
                "provider": "busabase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
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                "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": "quelvio_mcp_server",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$10/ seat / month",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "konverso",
                "tier": "pro",
                "billing": "monthly",
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                "price": "€ 29/month/user monthly subscription; € 25/month/user for annual subscription",
                "monthly_usd": 33.06
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 8,
            "offers": [
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                "provider": "daaam",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$69",
                "monthly_usd": null
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                "provider": "gemmology",
                "tier": "enterprise",
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                "provider": "gemmology",
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                "monthly_usd": null
              },
              {
                "provider": "gemmology",
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                "monthly_usd": null
              },
              {
                "provider": "gemmology",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
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                "monthly_usd": null
              },
              {
                "provider": "gemmology",
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                "billing": "one_time",
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                "monthly_usd": null
              },
              {
                "provider": "kendr",
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                "price": "$5 / 30 days",
                "monthly_usd": null
              },
              {
                "provider": "sync_vault",
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                "billing": "one_time",
                "unit": "flat",
                "price": "$99",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 7,
            "offers": [
              {
                "provider": "akyn_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.015 / query",
                "monthly_usd": null
              },
              {
                "provider": "akyn_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.25 per 1M tokens",
                "monthly_usd": null
              },
              {
                "provider": "easy_notion_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10 per 1,000 monthly Notion credits",
                "monthly_usd": null
              },
              {
                "provider": "sb_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "A$10",
                "monthly_usd": null
              },
              {
                "provider": "sb_mcp",
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                "billing": "usage",
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                "price": "A$40",
                "monthly_usd": null
              },
              {
                "provider": "sb_mcp",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "A$100",
                "monthly_usd": null
              },
              {
                "provider": "sb_mcp",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "A$300",
                "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",
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                "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": 14,
            "offers": [
              {
                "provider": "akyn_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "busabase",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "docsie_ai_assistant",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "documentation_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
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                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "easy_notion_mcp",
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                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "graphlit",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "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": "marmot_data",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "49USD",
                "monthly_usd": null
              },
              {
                "provider": "rav3n",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "rowboatlabs_com",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let’s talk",
                "monthly_usd": null
              },
              {
                "provider": "sb_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "sourcesyncai_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "stardog_ekg",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 22,
          "normalized_observations": 35,
          "comparable_providers": 16,
          "strict_cohorts": 6,
          "exclusion_reasons": {
            "unrankable_or_unparseable": 6,
            "one_time": 8,
            "usage_not_monthly": 10,
            "ambiguous_cadence": 14,
            "range": 2
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 0,
      "pro": 0,
      "enterprise": 12,
      "team_sme": 0
    },
    "billingMix": {
      "freemium": 15,
      "subscription": 6,
      "one-time": 2,
      "usage": 1,
      "free": 7
    },
    "freeTierShare": 0.71,
    "medianLowestUsd": 18.82
  },
  "movement": {
    "niche": "enterprise-knowledge-platform",
    "sector": "research-knowledge-work",
    "pricedNow": 17,
    "pairs": 16,
    "repriced": [
      {
        "handle": "sb_mcp",
        "from": 55.13,
        "to": 27.09,
        "pct": -50.9
      },
      {
        "handle": "konverso",
        "from": 32.5,
        "to": 32.6,
        "pct": 0.3
      }
    ],
    "newlyPriced": [
      "atlassian_mcp_server"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": -4.3,
    "kind": "mixed",
    "narrative": "Repricing + composition: 2 agents repriced — 1 up, 1 down; 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-18",
        "index": 100.799,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100.799,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100.799,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100.799,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100.799,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100.799,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100.799,
        "pairs": 34,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100.799,
        "pairs": 34,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100.799,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100.799,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100.799,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100.799,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100.799,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100.799,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100.799,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100.799,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100.799,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100.799,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100.799,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100.799,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100.799,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100.799,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 100.799,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-17",
        "index": 100.799,
        "pairs": 27,
        "dayChangePct": 0
      }
    ],
    "latest": 100.799,
    "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": {
        "commercial": {
          "entry_offer": {
            "line": "Workspace",
            "monthly_native": 99,
            "monthly_usd": 99,
            "commitment": "monthly",
            "basis": "$99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Workspace",
              "price": "$99 per workspace / month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. 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": "Kore.ai describes enterprise AI agents and directs visitors to get in touch, but no public pricing is shown."
      },
      "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": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. 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": {
        "commercial": {
          "entry_offer": {
            "line": "Team",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10 per seat/month × 1",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$10/ seat / month",
              "kind": "base_subscription",
              "unit": "seat",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo ($10 per seat/month × 1)",
        "summary": "Free plan; paid from $10/mo ($10 per seat/month × 1). 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": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$29/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo",
        "summary": "Free plan; paid 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": {
        "commercial": {
          "entry_offer": {
            "line": "Plus",
            "monthly_native": 39,
            "monthly_usd": 26.97,
            "commitment": "monthly",
            "basis": "A$39/month",
            "billing_verified": true
          },
          "currency": "AUD",
          "notes": [
            "prepaid credit: A$10 (funding, not a subscription)",
            "prices in AUD as published; USD figures are conversions at 2026-10-16"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "A$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Plus",
              "price": "A$39 a month, excl. GST",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "A$79 per user a month, excl. GST",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            },
            {
              "name": "Credit pack — 100 credits",
              "price": "A$10",
              "kind": "credit_purchase",
              "billed": "one_off"
            },
            {
              "name": "Credit pack — 400 credits",
              "price": "A$40",
              "kind": "credit_purchase",
              "billed": "one_off"
            },
            {
              "name": "Credit pack — 1,000 credits",
              "price": "A$100",
              "kind": "credit_purchase",
              "billed": "one_off"
            },
            {
              "name": "Credit pack — 3,000 credits",
              "price": "A$300",
              "kind": "credit_purchase",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 26.97,
        "monthly_usd": 26.97,
        "headline": "Free plan; paid from A$39/mo",
        "summary": "Free plan; paid from A$39/mo. Stable Baseline offers a free tier, Plus at A$39 per month, Pro at A$79 per user per month, custom Enterprise pricing, and separately priced credit packs."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 39,
            "monthly_usd": 39,
            "commitment": "monthly",
            "basis": "$39/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$39/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$79/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth (annual billing)",
              "price": "$79/mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Scale",
              "price": "$259/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "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": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 9.99,
            "monthly_usd": 9.99,
            "commitment": "monthly",
            "basis": "$9.99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$9.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro+",
              "price": "$14.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free plan; paid from $9.99/mo",
        "summary": "Free plan; paid 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": "gemmology",
      "name": "Gemmology",
      "url": "https://ministryofgems.com.au/pages/ai-index",
      "short_summary": "Verified gemmology reference: 168 terms and 12 handbooks, FGAA-reviewed, with citable URLs.",
      "price": {
        "commercial": {
          "currency": "AUD",
          "notes": [
            "prices in AUD as published; USD figures are conversions at 2026-10-16"
          ],
          "lines": [
            {
              "name": "Australian sapphire, 1–2 ct",
              "price": "A$564 – A$2,450",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Australian sapphire, 2–3 ct",
              "price": "A$1,150 – A$2,990",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Australian sapphire, 3–5 ct",
              "price": "A$1,741 – A$5,900",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Ceylon sapphire, 3–5 ct",
              "price": "A$2,696 – A$41,990",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Ceylon sapphire, 5 ct and above",
              "price": "A$6,167 – A$49,999",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Australian sapphire, 1–2 ct A$564 (one-time)",
        "summary": "Australian sapphire, 1–2 ct A$564 (one-time). The site publishes one-time AUD price ranges for loose Australian and Ceylon sapphires, from A$564 to A$49,999 depending on size and category."
      },
      "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": "No public pricing was observed 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": {
        "commercial": {
          "entry_offer": {
            "line": "Team",
            "monthly_native": 24,
            "monthly_usd": 24,
            "commitment": "monthly",
            "basis": "$24/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly SAVE UP TO 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Yearly SAVE UP TO 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0 / month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$24 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$199 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Custom",
              "price": "Contact Sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 24,
        "monthly_usd": 24,
        "headline": "Free plan; paid from $24/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $24/mo (billing period unverified: page has a Monthly/Annual toggle). Bayeslab offers a free plan, discounted Early Bird Team and Business subscriptions at $24 and $199 per month, and a custom enterprise option."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 3000,
            "monthly_usd": 3000,
            "commitment": "monthly",
            "basis": "$3,000/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$3,000/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$6,000/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "$12,000/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 3000,
        "monthly_usd": 3000,
        "headline": "From $3,000/mo",
        "summary": "From $3,000/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 SaaS pricing was found; the €260,000 figure refers to the cost of manufacturing downtime, not a plan price."
      },
      "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 · Pro median $26/mo (5 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 5,
          "reliability": "medium",
          "median": 25.74,
          "p25": 12.49,
          "p75": 29,
          "status": "ok"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 83.5,
          "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": 3,
          "reliability": "low",
          "median": 8,
          "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": [
            474,
            999
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            29,
            39
          ]
        },
        {
          "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": [
            169,
            349.5
          ]
        }
      ],
      "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": 106,
      "listings_with_observed_public_price": 31,
      "providers_with_numeric_monthly_price_latest_scan": 17,
      "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": 29,
        "provider_count": 5,
        "plan_observation_count": 6,
        "data_confidence": 0.39,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.3,
          "provider_count": 5,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "ancher",
            "usd": 5
          },
          {
            "provider": "kendr",
            "usd": 8
          },
          {
            "provider": "atlassian_mcp_server",
            "usd": 29
          },
          {
            "provider": "sourcesyncai_mcp",
            "usd": 39
          },
          {
            "provider": "graphlit",
            "usd": 124
          }
        ],
        "p25": 8,
        "p75": 39
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 29,
        "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": "sync_vault",
            "usd": 4
          },
          {
            "provider": "cognifai",
            "usd": 12.49
          },
          {
            "provider": "ancher",
            "usd": 15
          },
          {
            "provider": "sb_mcp",
            "usd": 25.74
          },
          {
            "provider": "rav3n",
            "usd": 29
          },
          {
            "provider": "kendr",
            "usd": 60
          },
          {
            "provider": "atlassian_mcp_server",
            "usd": 99
          },
          {
            "provider": "documentation_ai",
            "usd": 107
          },
          {
            "provider": "docsie_ai_assistant",
            "usd": 170
          }
        ],
        "p25": 15,
        "p75": 99
      },
      {
        "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": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 411.75,
        "provider_count": 4,
        "plan_observation_count": 7,
        "data_confidence": 0.34,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.35,
          "provider_count": 4,
          "plan_observation_count": 7
        },
        "reliability": "low",
        "members": [
          {
            "provider": "sourcesyncai_mcp",
            "usd": 169
          },
          {
            "provider": "atlassian_mcp_server",
            "usd": 349.5
          },
          {
            "provider": "docsie_ai_assistant",
            "usd": 474
          },
          {
            "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": 751.98,
        "provider_count": 2,
        "plan_observation_count": 4,
        "data_confidence": 0.17,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.2,
          "provider_count": 2,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "kibela",
            "usd": 4.96
          },
          {
            "provider": "atlassian_mcp_server",
            "usd": 1499
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 106,
      "listings_with_observed_public_price": 31,
      "normalized_observations": 35,
      "comparable_providers": 16,
      "strict_cohorts": 6,
      "exclusion_reasons": {
        "unrankable_or_unparseable": 6,
        "one_time": 8,
        "usage_not_monthly": 10,
        "ambiguous_cadence": 14,
        "range": 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": {
      "unrankable_or_unparseable": 6,
      "one_time": 8,
      "usage_not_monthly": 10,
      "ambiguous_cadence": 14,
      "range": 2
    },
    "billing_mix": {
      "freemium": 15,
      "subscription": 6,
      "one-time": 2,
      "usage": 1,
      "free": 7
    },
    "free_tier_share": 0.71,
    "top_providers": [
      {
        "agent_id": "ambix",
        "name": "Ambix",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Workspace",
              "monthly_native": 99,
              "monthly_usd": 99,
              "commitment": "monthly",
              "basis": "$99/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Workspace",
                "price": "$99 per workspace / month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "From $99/mo",
          "summary": "From $99/mo. 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": "Kore.ai describes enterprise AI agents and directs visitors to get in touch, but no public pricing is shown."
        },
        "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": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Free. 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": {
          "commercial": {
            "entry_offer": {
              "line": "Team",
              "monthly_native": 10,
              "monthly_usd": 10,
              "commitment": "monthly",
              "basis": "$10 per seat/month × 1",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Team",
                "price": "$10/ seat / month",
                "kind": "base_subscription",
                "unit": "seat",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "Free plan; paid from $10/mo ($10 per seat/month × 1)",
          "summary": "Free plan; paid from $10/mo ($10 per seat/month × 1). 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"
      }
    ]
  }
}