Grant Management Agent

{
  "niche": "grant-management-agent",
  "parent_sector": "government-public-sector",
  "provider_type_pricing": {
    "slug": "grant-management-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 14.17,
      "p25": null,
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      "providers": 8
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        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
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        "publishable": true,
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    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
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  "crowding_level": "emerging",
  "observed_node_count": 3,
  "adjacent_niches": [
    "grant-writing-nonprofit",
    "public-rfp-response",
    "permit-applications-citizen"
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  "market_pulse": {
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    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
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    "price_move_30d_pct": 0.2,
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    "alive_share": 1
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    "comparable_agents": 8,
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    },
    "tier_own_move": {
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    },
    "tier_agents": {
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  },
  "pricing": {
    "sampleSize": 17,
    "observed": 11,
    "byPersona": {
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      "individual": {
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        "mean": 9.78,
        "stdev": 7.17,
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        "mean": 131.8,
        "stdev": 205.71,
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      "team_sme": {
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        "reliability": "low",
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        "p75": 174,
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        "max": 199,
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        "stdev": 70.71,
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      },
      "enterprise": {
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    },
    "byPersonaMonthly": {
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        "usageShare": 0,
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        "monthlyComparable": false
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      "individual": {
        "nMonthly": 3,
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        "confidence": "low",
        "usageShare": 0.45,
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        "nMonthly": 5,
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      "team_sme": {
        "nMonthly": 2,
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        "confidence": "low",
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        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "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": "granted",
              "usd": 10
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            {
              "provider": "agentfec",
              "usd": 10
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            {
              "provider": "japan_admin_mcp",
              "usd": 10
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            {
              "provider": "funding_assistant",
              "usd": 15
            },
            {
              "provider": "granted_mcp",
              "usd": 18
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          ],
          "p25": 10,
          "p75": 15
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        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 56.43,
          "provider_count": 4,
          "plan_observation_count": 4,
          "data_confidence": 0.31,
          "data_confidence_basis": {
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            "provider_count": 4,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "grantpilot",
              "usd": 29
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            {
              "provider": "navigrants",
              "usd": 55.86
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            {
              "provider": "granted_mcp",
              "usd": 57
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            {
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              "usd": 499
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          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 162.93,
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          "data_confidence": 0.15,
          "data_confidence_basis": {
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          "reliability": "low",
          "members": [
            {
              "provider": "grantpilot",
              "usd": 99
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            {
              "provider": "navigrants",
              "usd": 226.86
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          ]
        }
      ],
      "rejected": {
        "one_time": 1,
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        "free_or_zero": 3,
        "usage_not_monthly": 2
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
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            "count": 12,
            "offers": [
              {
                "provider": "agentfec",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "funding_assistant",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "US $10 /Month",
                "monthly_usd": 10
              },
              {
                "provider": "funding_assistant",
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                "billing": "monthly",
                "unit": "flat",
                "price": "US $20 /Month",
                "monthly_usd": 20
              },
              {
                "provider": "granted",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "granted_mcp",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$18 /month",
                "monthly_usd": 18
              },
              {
                "provider": "granted_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$57 /month",
                "monthly_usd": 57
              },
              {
                "provider": "grantpilot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/month",
                "monthly_usd": 29
              },
              {
                "provider": "grantpilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "japan_admin_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "navigrants",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€49 /mo",
                "monthly_usd": 55.86
              },
              {
                "provider": "navigrants",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€199 /mo",
                "monthly_usd": 226.86
              },
              {
                "provider": "tars_ai_agent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/mo",
                "monthly_usd": 499
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "navigrants",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "€25/month forever",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "granted",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "japan_admin_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
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            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "agentfec",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "granted",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "japan_admin_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "tars_ai_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "v7labs_ai_grant_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 9,
          "normalized_observations": 12,
          "comparable_providers": 8,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "one_time": 1,
            "ambiguous_cadence": 5,
            "free_or_zero": 3,
            "usage_not_monthly": 2
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        }
      }
    },
    "billingMix": {
      "freemium": 8,
      "contact_sales": 1,
      "free": 2
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    "freeTierShare": 0.91,
    "medianLowestUsd": 14.17
  },
  "movement": {
    "niche": "grant-management-agent",
    "sector": "government-public-sector",
    "pricedNow": 8,
    "pairs": 8,
    "repriced": [
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        "handle": "navigrants",
        "from": 28.88,
        "to": 28.93,
        "pct": 0.2
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    ],
    "newlyPriced": [],
    "droppedFromPriced": [
      "grantsonar"
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    "likeForLikePct": 0,
    "kind": "mixed",
    "narrative": "Repricing + composition: 1 agent repriced — all up (avg +0%); 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
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      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "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": "tars_ai_agent",
      "name": "AI agent for government grants",
      "url": "https://hellotars.com/ai-agents/government-grants-information-and-support-chatbot",
      "short_summary": "Helps citizens understand government grant programs, check eligibility requirements, navigate the application process, and avoid grant scams through guided con…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 499,
        "monthly_usd": 499,
        "headline": "Free tier, then from $499/mo",
        "summary": "Free tier, then from $499/mo. Tars offers a freemium plan at $0/mo (50 conversations), Premium at $499/mo, and custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "boletinclaro",
      "name": "Boletinclaro",
      "url": "https://boletinclaro.es/mcp",
      "short_summary": "Subvenciones y licitaciones públicas de España y Europa para tu IA. Busca ayudas, contratos públicos y normativa oficial (BDNS, PLACSP, TED, CORDIS, BOE, BORME…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Boletín Claro MCP is explicitly offered free of charge without login."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "civiq",
      "name": "Civiq",
      "url": "https://civdotiq.org/mcp",
      "short_summary": "U.S. civic data for AI agents. 47 tools over live government sources: representatives by address, voting records, bills (full-text keyword search), campaign fi…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "CIV.IQ provides a free public MCP server with no API key or account required, though connected Claude and ChatGPT plans may require paid subscriptions."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "cyanheads_congressgov_mcp_serv",
      "name": "Cyanheads Congressgov Mcp Serv",
      "url": "https://congressgov.caseyjhand.com/mcp",
      "short_summary": "Access U.S. congressional data - bills, votes, members, committees - via MCP.",
      "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
    },
    {
      "agent_id": "emily_politics",
      "name": "Emily Politics",
      "url": "https://emilypolitics.com",
      "short_summary": "Free, read-only access to the UK parliamentary record: Hansard, bills, division votes, MPs and peers, petitions, political donations, the lobbying register, mi…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Emily Politics is invite-only in private beta and does not publish pricing on the observed homepage or pricing page."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "fema_mcp_server",
      "name": "Fema",
      "url": "https://fema.caseyjhand.com/mcp",
      "short_summary": "Query FEMA disaster declarations, public assistance grants, housing aid, and NFIP claims.",
      "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
    },
    {
      "agent_id": "funding_assistant",
      "name": "Funding Assistant",
      "url": "https://fundfluent.io",
      "short_summary": "matches startups and small businesses with funding opportunities and manages funding applications",
      "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. FundFluent offers a free Discover plan and paid Manage and Automate subscriptions at US $10 and US $20 per month, with annual billing advertised as 20% cheaper but no annual prices shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "grantpilot",
      "name": "GrantPilot",
      "url": "https://grantpilot.app/",
      "short_summary": "discovers grant funding opportunities and assists nonprofits in writing grant applications",
      "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. GrantPilot offers a freemium model with a free tier ($0/month) and two paid subscription tiers at $29/month and $99/month."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "grantsonar",
      "name": "Grantsonar",
      "url": "https://grantsonar.com/developers",
      "short_summary": "Search ~7,000 verified-open US grant opportunities (federal, state, foundation). Read-only MCP for AI agents.",
      "price": {
        "observed": false,
        "billing": "unknown",
        "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
    },
    {
      "agent_id": "navigrants",
      "name": "Navigrants",
      "url": "https://app.navigrants.eu",
      "short_summary": "EU Horizon Europe R&D grant intelligence over 27,000+ CORDIS projects and 59,000+ organisations. Search grants, match a project description to open calls, insp…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 28.93,
        "monthly_usd": 33.48,
        "headline": "Free tier, then from $28.93/mo",
        "summary": "Free tier, then from $28.93/mo. Navigrants offers a permanent free plan, a limited €25/month founding tier, and paid Pro and Agency plans at €49/month and €199/month."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/grant-management-agent",
  "summary": {
    "niche": "grant-management-agent",
    "sector": "government-public-sector",
    "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 (5 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": 5,
          "reliability": "medium",
          "median": 10,
          "p25": 10,
          "p75": 15,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            29,
            499
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            55.86,
            57
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "grant-management-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/grant-management-agent",
    "counts": {
      "listings_with_price_capture": 17,
      "listings_with_observed_public_price": 11,
      "providers_with_numeric_monthly_price_latest_scan": 8,
      "like_for_like_comparable_pairs": 8
    },
    "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": 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": "granted",
            "usd": 10
          },
          {
            "provider": "agentfec",
            "usd": 10
          },
          {
            "provider": "japan_admin_mcp",
            "usd": 10
          },
          {
            "provider": "funding_assistant",
            "usd": 15
          },
          {
            "provider": "granted_mcp",
            "usd": 18
          }
        ],
        "p25": 10,
        "p75": 15
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 56.43,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "grantpilot",
            "usd": 29
          },
          {
            "provider": "navigrants",
            "usd": 55.86
          },
          {
            "provider": "granted_mcp",
            "usd": 57
          },
          {
            "provider": "tars_ai_agent",
            "usd": 499
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 162.93,
        "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": "grantpilot",
            "usd": 99
          },
          {
            "provider": "navigrants",
            "usd": 226.86
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 17,
      "listings_with_observed_public_price": 11,
      "normalized_observations": 12,
      "comparable_providers": 8,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "one_time": 1,
        "ambiguous_cadence": 5,
        "free_or_zero": 3,
        "usage_not_monthly": 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": {
      "one_time": 1,
      "ambiguous_cadence": 5,
      "free_or_zero": 3,
      "usage_not_monthly": 2
    },
    "billing_mix": {
      "freemium": 8,
      "contact_sales": 1,
      "free": 2
    },
    "free_tier_share": 0.91,
    "top_providers": [
      {
        "agent_id": "tars_ai_agent",
        "name": "AI agent for government grants",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 499,
          "monthly_usd": 499,
          "headline": "Free tier, then from $499/mo",
          "summary": "Free tier, then from $499/mo. Tars offers a freemium plan at $0/mo (50 conversations), Premium at $499/mo, and custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "boletinclaro",
        "name": "Boletinclaro",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Boletín Claro MCP is explicitly offered free of charge without login."
        },
        "observed": true
      },
      {
        "agent_id": "civiq",
        "name": "Civiq",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "CIV.IQ provides a free public MCP server with no API key or account required, though connected Claude and ChatGPT plans may require paid subscriptions."
        },
        "observed": true
      },
      {
        "agent_id": "cyanheads_congressgov_mcp_serv",
        "name": "Cyanheads Congressgov Mcp Serv",
        "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": "emily_politics",
        "name": "Emily Politics",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Emily Politics is invite-only in private beta and does not publish pricing on the observed homepage or pricing page."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "grant-management-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "grant-management-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "tars_ai_agent"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "tars_ai_agent"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}