Form Filling Automation

{
  "niche": "form-filling-automation",
  "parent_sector": "finance-ops",
  "provider_type_pricing": {
    "slug": "form-filling-automation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 10,
      "p25": null,
      "p75": null,
      "providers": 5
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 2,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": 10,
        "p25": null,
        "p75": null,
        "providers": 3,
        "publishable": true,
        "confidence": "provisional"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "emerging",
  "observed_node_count": 5,
  "adjacent_niches": [
    "tax-compliance-smb",
    "audit-prep",
    "spend-management-saas",
    "fpa-scenario-modelling",
    "procure-to-pay-agent",
    "vendor-risk-assessment"
  ],
  "market_pulse": {
    "pulse": 41,
    "drivers": [
      "enterprise money present",
      "31% of listings unresponsive"
    ],
    "price_move_30d_pct": 0,
    "money_share": 0.5,
    "entry_rate": 0,
    "alive_share": 0.6923076923076923
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 5,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
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    "held_reason": {
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    "driver": {
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    "tier_contribution": {
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      "m": {
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        "enterprise": 0
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    },
    "tier_series": {
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      "team_sme": [
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      "enterprise": [
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    },
    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
      "individual": 4,
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    "obs_range": {
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    "tier_obs_range": {
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  },
  "pricing": {
    "sampleSize": 11,
    "observed": 6,
    "byPersona": {
      "free": {
        "n": 0,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 8,
        "nPriced": 4,
        "reliability": "low",
        "median": 10,
        "p25": 7.53,
        "p75": 12.25,
        "min": 0.1,
        "max": 19,
        "mean": 9.78,
        "stdev": 7.72,
        "usageShare": 0.38
      },
      "pro": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 39,
        "p25": 34,
        "p75": 44,
        "min": 29,
        "max": 49,
        "mean": 39,
        "stdev": 14.14,
        "usageShare": 0
      },
      "team_sme": {
        "n": 2,
        "nPriced": 1,
        "reliability": "none",
        "median": 99,
        "p25": 99,
        "p75": 99,
        "min": 99,
        "max": 99,
        "mean": 99,
        "stdev": 0,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.38,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 2,
        "p25": 34,
        "median": 39,
        "p75": 44,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
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        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.15,
            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "kodey_pdf_mcp",
              "usd": 10
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            {
              "provider": "formfill_mcp",
              "usd": 10
            },
            {
              "provider": "justfill",
              "usd": 19
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 39,
          "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": "fill_a_form_ai",
              "usd": 29
            },
            {
              "provider": "justfill",
              "usd": 49
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 2,
        "usage_not_monthly": 1,
        "ambiguous_cadence": 5,
        "one_time": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "fill_a_form_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "formfill_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "justfill",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.00/mo",
                "monthly_usd": 19
              },
              {
                "provider": "justfill",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49.00/mo",
                "monthly_usd": 49
              },
              {
                "provider": "justfill",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.00/mo",
                "monthly_usd": 99
              },
              {
                "provider": "kodey_pdf_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "postalform",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$3.20",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "kodey_pdf_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "automate_regulatory_form_compl",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Request a demo",
                "monthly_usd": null
              },
              {
                "provider": "automate_regulatory_form_compl",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Request a demo",
                "monthly_usd": null
              },
              {
                "provider": "automate_regulatory_form_compl",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "formfill_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "kodey_pdf_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 6,
          "comparable_providers": 4,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "free_or_zero": 2,
            "usage_not_monthly": 1,
            "ambiguous_cadence": 5,
            "one_time": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 2,
      "one-time": 1,
      "subscription": 2,
      "contact_sales": 1
    },
    "freeTierShare": 0.33,
    "medianLowestUsd": 10
  },
  "movement": {
    "niche": "form-filling-automation",
    "sector": "finance-ops",
    "pricedNow": 5,
    "pairs": 5,
    "repriced": [],
    "newlyPriced": [],
    "droppedFromPriced": [
      "fillapp",
      "regulatory_form_automation_age"
    ],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 2 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 10,
        "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
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-19",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-20",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-21",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-22",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-23",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-24",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-25",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-26",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-27",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-28",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-29",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-30",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-31",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-01",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-03",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-04",
        "index": 100,
        "pairs": 7,
        "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": "postalform",
      "name": "Postalform",
      "url": "https://postalform.com",
      "short_summary": "Turns documents, letters, forms and AI-agent output into printed and posted physical mail via API and MCP — handles printing, postage, carriers (US + internati…",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 3.2,
        "monthly_usd": 3.2,
        "headline": "From $3.2/mo",
        "summary": "From $3.2/mo. PostalForm offers one-time print-and-mail jobs starting at $3.20, with the final total calculated from document and mailing options."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "automate_regulatory_form_compl",
      "name": "Automate Regulatory Form Compl",
      "url": "https://assistents.ai/use-cases/regulatory-filing",
      "short_summary": "Completes, validates, and submits regulatory filings (e.g. 10-K, 10-Q, CMS-1500, clinical trial reports) across jurisdictions with compliance checking",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Assistents lists Starter, Team, and Enterprise tiers with value-aligned pricing, but requires a demo or sales contact for actual pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "colombia_invoice_mcp",
      "name": "Colombia Invoice",
      "url": "https://inv-co.wishpool.app/",
      "short_summary": "Let AI agents issue Colombia DIAN electronic invoices through your own Matias API account — direct to DIAN with no technology-provider intermediary. Create inv…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "justfill",
      "name": "Justfill",
      "url": "https://justfill.app",
      "short_summary": "Fill any PDF form with AI agents — ML field detection on scans, an agent-review loop, reusable templates, and native AcroForm fill via [justfill.app](https://j…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "From $19/mo",
        "summary": "From $19/mo. JustFill offers Starter, Pro, and Business subscriptions priced at $19, $49, and $99 per month, plus an unpriced one-time pay-as-you-go pack."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "vietnam_invoice_mcp",
      "name": "Vietnam Invoice",
      "url": "https://inv-vn.wishpool.app/",
      "short_summary": "Let AI agents issue Vietnam e-invoices (hoa don dien tu) — create via your own MISA meInvoice account, sign merchant-side with your USB token, publish and quer…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "formfill_mcp",
      "name": "formfill-mcp",
      "url": "https://smithery.ai/server/knportal/formfill-mcp",
      "short_summary": "Fill any interactive PDF form from your AI agent — tax forms, HR paperwork, legal documents — in a single tool call. Supports W-9, W-4, I-9, lease agreements,…",
      "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. Smithery offers a free Hobby plan, a $10/mo pay-as-you-go plan with usage credits, and custom enterprise pricing."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "kodey_pdf_mcp",
      "name": "Kodey Pdf",
      "url": "https://smithery.ai/server/kodey_ai/kodey-pdf-mcp",
      "short_summary": "MCP server for PDF operations — detect form fields, fill forms, and upload to Cloudflare R2",
      "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. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with 100K RPCs and usage-based overage, plus custom enterprise pricing."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "fill_a_form_ai",
      "name": "Fill A Form Ai",
      "url": "https://fillaform.ai/",
      "short_summary": "AI-powered form filling agent that automatically completes web forms with one click. Learns from past submissions, detects form fields, and integrates with Goo…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "From $29/mo",
        "summary": "From $29/mo. Fill A Form AI offers subscription plans starting at $19/month with team collaboration, API access, and AI-powered form auto-filling."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "fillapp",
      "name": "Fillapp",
      "url": "https://fillapp.ai/",
      "short_summary": "AI-powered Chrome extension that automates form filling and data entry workflows. Operates in your existing browser sessions with visible action traces, handle…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "mediar_ai",
      "name": "Mediar Ai",
      "url": "https://mediar.ai/showcase/ai-form-filling-automation.html",
      "short_summary": "AI agent that automates form filling by extracting data from PDFs and populating web forms. Handles complex multi-section forms including patient information,…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public subscription pricing or plan details were visible in the supplied pages."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "agentsmith",
      "name": "AgentSmith",
      "url": "https://agentsmith.so/",
      "short_summary": "automates web browser tasks like clicks, form filling, navigation, scraping, and multi-step workflows from natural language",
      "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."
      },
      "home_niche": "browser-automation-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/form-filling-automation",
  "summary": {
    "niche": "form-filling-automation",
    "sector": "finance-ops",
    "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 (3 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": 3,
          "reliability": "low",
          "median": 10,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "form-filling-automation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/form-filling-automation",
    "counts": {
      "listings_with_price_capture": 11,
      "listings_with_observed_public_price": 6,
      "providers_with_numeric_monthly_price_latest_scan": 5,
      "like_for_like_comparable_pairs": 5
    },
    "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": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "kodey_pdf_mcp",
            "usd": 10
          },
          {
            "provider": "formfill_mcp",
            "usd": 10
          },
          {
            "provider": "justfill",
            "usd": 19
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 39,
        "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": "fill_a_form_ai",
            "usd": 29
          },
          {
            "provider": "justfill",
            "usd": 49
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 11,
      "listings_with_observed_public_price": 6,
      "normalized_observations": 6,
      "comparable_providers": 4,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "free_or_zero": 2,
        "usage_not_monthly": 1,
        "ambiguous_cadence": 5,
        "one_time": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "free_or_zero": 2,
      "usage_not_monthly": 1,
      "ambiguous_cadence": 5,
      "one_time": 1
    },
    "billing_mix": {
      "freemium": 2,
      "one-time": 1,
      "subscription": 2,
      "contact_sales": 1
    },
    "free_tier_share": 0.33,
    "top_providers": [
      {
        "agent_id": "postalform",
        "name": "Postalform",
        "price": {
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": 3.2,
          "monthly_usd": 3.2,
          "headline": "From $3.2/mo",
          "summary": "From $3.2/mo. PostalForm offers one-time print-and-mail jobs starting at $3.20, with the final total calculated from document and mailing options."
        },
        "observed": true
      },
      {
        "agent_id": "automate_regulatory_form_compl",
        "name": "Automate Regulatory Form Compl",
        "price": {
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Assistents lists Starter, Team, and Enterprise tiers with value-aligned pricing, but requires a demo or sales contact for actual pricing."
        },
        "observed": true
      },
      {
        "agent_id": "colombia_invoice_mcp",
        "name": "Colombia Invoice",
        "price": {
          "observed": false,
          "billing": "failed_to_load",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "justfill",
        "name": "Justfill",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "From $19/mo",
          "summary": "From $19/mo. JustFill offers Starter, Pro, and Business subscriptions priced at $19, $49, and $99 per month, plus an unpriced one-time pay-as-you-go pack."
        },
        "observed": true
      },
      {
        "agent_id": "vietnam_invoice_mcp",
        "name": "Vietnam Invoice",
        "price": {
          "observed": false,
          "billing": "failed_to_load",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "form-filling-automation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "form-filling-automation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "postalform"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "postalform"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}