Business Research Enrichment

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    "provider_type_methodology_published_at": "2026-07-31",
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                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$697/mo",
                "monthly_usd": 697
              },
              {
                "provider": "storefront_local_business",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$997/mo",
                "monthly_usd": 997
              },
              {
                "provider": "storefront_local_business",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,497/mo",
                "monthly_usd": 1497
              },
              {
                "provider": "veezee_veezee",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.00 / month",
                "monthly_usd": 99
              },
              {
                "provider": "verifox_ai_email_verifier",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79 /month",
                "monthly_usd": 79
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "dealcode_lead_enrichment",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "1.950 €",
                "monthly_usd": null
              },
              {
                "provider": "storefront_local_business",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$497 one-time",
                "monthly_usd": null
              },
              {
                "provider": "veezee_veezee",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$20.00 one-time",
                "monthly_usd": null
              },
              {
                "provider": "verifox_ai_email_verifier",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$9",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 20,
            "offers": [
              {
                "provider": "dataforb2b",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "0.75 cr",
                "monthly_usd": null
              },
              {
                "provider": "dataforb2b",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "1.5 cr",
                "monthly_usd": null
              },
              {
                "provider": "dataforb2b",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "1 cr",
                "monthly_usd": null
              },
              {
                "provider": "dataforb2b",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "3 cr",
                "monthly_usd": null
              },
              {
                "provider": "deepsearch",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$7.99/week",
                "monthly_usd": null
              },
              {
                "provider": "entity_enricher_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "Pay-per-use",
                "monthly_usd": null
              },
              {
                "provider": "explorium",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$84.99/pkg",
                "monthly_usd": null
              },
              {
                "provider": "explorium",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$599.99/pkg",
                "monthly_usd": null
              },
              {
                "provider": "explorium",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$5,624/pkg",
                "monthly_usd": null
              },
              {
                "provider": "explorium",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "gtm",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "€2.89",
                "monthly_usd": null
              },
              {
                "provider": "gtm",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "€9.29",
                "monthly_usd": null
              },
              {
                "provider": "gtm",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "€36.99",
                "monthly_usd": null
              },
              {
                "provider": "gtm",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "€119.99",
                "monthly_usd": null
              },
              {
                "provider": "lead_enrichment",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.015/lead",
                "monthly_usd": null
              },
              {
                "provider": "lead_stampede",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$250 per qualified meeting booked",
                "monthly_usd": null
              },
              {
                "provider": "resultrail",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.12",
                "monthly_usd": null
              },
              {
                "provider": "resultrail",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "verifox_ai_email_verifier",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0090 per email",
                "monthly_usd": null
              },
              {
                "provider": "verifox_ai_email_verifier",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0059 per email",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "casestudies_dev",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "dataforb2b",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom / pricing",
                "monthly_usd": null
              },
              {
                "provider": "gtm",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to us",
                "monthly_usd": null
              },
              {
                "provider": "provenio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "verifox_ai_email_verifier",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 22,
          "normalized_observations": 49,
          "comparable_providers": 18,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "usage_not_monthly": 20,
            "one_time": 4,
            "ambiguous_cadence": 5,
            "free_or_zero": 4,
            "unrankable_or_unparseable": 5
          }
        }
      }
    },
    "billingMix": {
      "subscription": 10,
      "contact_sales": 3,
      "usage": 3,
      "free": 5,
      "freemium": 11
    },
    "freeTierShare": 0.5,
    "medianLowestUsd": 43.78
  },
  "movement": {
    "niche": "business-research-enrichment",
    "sector": "research-knowledge-work",
    "pricedNow": 18,
    "pairs": 15,
    "repriced": [
      {
        "handle": "dealcode_lead_enrichment",
        "from": 2.24,
        "to": 2.25,
        "pct": 0.4
      },
      {
        "handle": "derrick_mcp",
        "from": 10.36,
        "to": 10.38,
        "pct": 0.2
      },
      {
        "handle": "agentdata_b2b_spain",
        "from": 33.38,
        "to": 33.44,
        "pct": 0.2
      }
    ],
    "newlyPriced": [
      "datablist_ai_agent",
      "linkmcp"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 3 agents repriced — all up (avg +0.1%); 2 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 31,
        "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": "fiber_ai",
      "name": "Fiber Ai",
      "url": "https://fiber.ai/apis",
      "short_summary": "provides data APIs for enriching, searching, and tracking companies, people, and jobs for AI sales, recruiting, and growth products",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 1000,
        "monthly_usd": 1000,
        "headline": "From $1000/mo",
        "summary": "From $1000/mo. Fiber AI publicly lists monthly subscriptions from $1,000/mo for partial enriched datasets to $2,000/mo for bulk API search."
      },
      "evidence_quality": "high",
      "upvotes": 1
    },
    {
      "agent_id": "agentdata_b2b_spain",
      "name": "b2b-spain",
      "url": "https://agentdata.eu",
      "short_summary": "provides programmatic access to B2B company data in Spain",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 33.44,
        "monthly_usd": 38.56,
        "headline": "From $33.44/mo",
        "summary": "From $33.44/mo. Single subscription plan at €29/month with dashboard, API access, and data export limits."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agentweb",
      "name": "agentweb",
      "url": "https://agentweb.live/",
      "short_summary": "provides real-world business data and live search capabilities for AI agents",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "AgentWeb publicly advertises a free-forever plan with 1,000 requests per day and no credit card required."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "casestudies_dev",
      "name": "casestudies.dev",
      "url": "https://casestudies.dev/",
      "short_summary": "searches, analyzes, and compares company case studies and tech stack detection",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 79,
        "monthly_usd": 79,
        "headline": "Free tier, then from $79/mo",
        "summary": "Free tier, then from $79/mo. casestudies.dev offers a freemium API pricing model with a free Starter plan (200 requests/month) and paid tiers starting at $79/month, plus custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "co_founder_engine",
      "name": "Co-Founder: Strategy Layer Engine",
      "url": "https://www.xataco.com/",
      "short_summary": "Provides MBB-grade strategy consulting engagements compressed from 6-week tier-1 consulting into 15 minutes to 4 hours",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The homepage states that an engagement costs $0–$500, but does not specify a billing period or detailed plan structure."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "dataforb2b",
      "name": "DataForB2B",
      "url": "https://dataforb2b.ai",
      "short_summary": "provides B2B data search and enrichment for people and companies",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "From $49/mo",
        "summary": "From $49/mo. DataForB2B offers monthly credit-based plans from $49 for 3,000 credits to $450 for 40,000 credits, plus a custom unlimited-credit Enterprise plan."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "enrich",
      "name": "DataMerge",
      "url": "https://www.datamerge.ai",
      "short_summary": "enriches company and contact data using domain names or LinkedIn profiles, identifies new prospects through lookalike searches, builds targeted lead lists",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "DataMerge quotes pricing based on usage volume after a demo and sample run, with no annual contract or minimum."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "explorium",
      "name": "Explorium B2B Data",
      "url": "https://www.explorium.ai",
      "short_summary": "provides B2B data and infrastructure for AI SDR agents including company search, contact discovery, and business intelligence",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Explorium publicly lists pay-as-you-go credit packages priced from $0 to $5,624 per package, plus a custom option."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "gtm",
      "name": "abm.dev",
      "url": "https://abm.dev",
      "short_summary": "B2B data enrichment providing 89 canonical fields per person and company with source citations, confidence scores, and freshness indicators",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "ABM.dev uses one-time credit packs for enrichment, starting at €2.89 for 30 credits, with usage rates decreasing for larger packs and no subscription."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "lead_enrichment",
      "name": "Lead Enrichment API",
      "url": "https://leads.compuute.se",
      "short_summary": "provides curated EU B2B intelligence for AI agent prospecting in AI, Security, DevTools, and Fintech sectors",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free tier, then from $49/mo",
        "summary": "Free tier, then from $49/mo. The service offers a free plan, a $49/month Pro subscription, and usage-based agent access at $0.015 per lead."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "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": "aperture_vertex",
      "name": "Aperture Vertex",
      "url": "https://aperture.ai/",
      "short_summary": "AI-powered growth strategy platform that maps company capabilities to markets, customers, and opportunities. Combines proprietary data mining, AI workflows, an…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing was observed on the homepage."
      },
      "home_niche": "market-intelligence-research",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "bayeslab",
      "name": "Bayeslab",
      "url": "https://bayeslab.ai/en",
      "short_summary": "Autonomous data agent that transforms raw business data into boardroom-ready reports through agentic exploration, hypothesis testing, and AI-powered storytelli…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Bayeslab offers a free plan, paid monthly per-seat Pro, Team, and Elite plans currently discounted to $10, $20, and $40, plus custom Enterprise pricing."
      },
      "home_niche": "report-generation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "brightwave",
      "name": "Brightwave",
      "url": "https://brightwave.io/",
      "short_summary": "Enterprise AI platform with autonomous agents that collaborate on complex projects. Provides unlimited scope and context, full sourcing and verifiability, and…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "hermes_export_skills",
      "name": "Hermes Export Skills",
      "url": "https://github.com/Xuxchloris/hermes-export-skills",
      "short_summary": "Agent skills package for B2B export workflows. Automates customer discovery, company research, scoring, outreach letter generation, and quote export for intern…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The repository describes an MIT-licensed open-source skills package but provides no observed product pricing."
      },
      "home_niche": "outbound-sales-sdr",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "kyligence_zen",
      "name": "Kyligence Zen",
      "url": "https://kyligence.io/",
      "short_summary": "Provides AI-powered self-service metrics analytics; lets users define, collect, and analyze business metrics and chat with their data via an AI copilot to unco…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-data-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "livedatalink",
      "name": "livedatalink",
      "url": "https://livedatalink.ai",
      "short_summary": "provides real-time data access across 45 domains through a single MCP endpoint",
      "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. LiveDataLink offers a free 100-query tier, with paid monthly plans at $10 for Starter and $49 for Pro, plus $0.01 per-query overage on paid plans."
      },
      "home_niche": "ai-data-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "mockflow_painpoint",
      "name": "Mockflow Painpoint",
      "url": "https://mockflow.com/skills/pain-point-discovery",
      "short_summary": "Lists pain points for a topic and conducts a poll to discover primary customer struggles through market research and customer empathy analysis",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.22,
        "monthly_usd": 10.63,
        "headline": "Free tier, then from $9.22/mo",
        "summary": "Free tier, then from $9.22/mo. MockFlow offers a free Basic plan and paid IdeaBoard, WireframePro, and Suite plans with publicly displayed EUR pricing, though some displayed prices are marked as billed yearly."
      },
      "home_niche": "market-intelligence-research",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/business-research-enrichment",
  "summary": {
    "niche": "business-research-enrichment",
    "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 $99/mo (11 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 11,
          "reliability": "medium",
          "median": 99,
          "p25": 57.08,
          "p75": 111.5,
          "status": "ok"
        },
        {
          "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": 6,
          "reliability": "medium",
          "median": 21.99,
          "p25": 16,
          "p75": 43,
          "status": "ok"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 306.9,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 1499,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            13.33,
            22.8
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "business-research-enrichment"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/business-research-enrichment",
    "counts": {
      "listings_with_price_capture": 50,
      "listings_with_observed_public_price": 32,
      "providers_with_numeric_monthly_price_latest_scan": 18,
      "like_for_like_comparable_pairs": 15
    },
    "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": 20.9,
        "provider_count": 8,
        "plan_observation_count": 12,
        "data_confidence": 0.65,
        "data_confidence_basis": {
          "provider_component": 0.67,
          "observation_component": 0.6,
          "provider_count": 8,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "derrick_mcp",
            "usd": 10.26
          },
          {
            "provider": "deepsearch",
            "usd": 13.33
          },
          {
            "provider": "nordax_entity_network",
            "usd": 15
          },
          {
            "provider": "linkmcp",
            "usd": 19
          },
          {
            "provider": "datablist_ai_agent",
            "usd": 22.8
          },
          {
            "provider": "daxoom",
            "usd": 24.99
          },
          {
            "provider": "dataforb2b",
            "usd": 49
          },
          {
            "provider": "lead_stampede",
            "usd": 2000
          }
        ],
        "p25": 14.58,
        "p75": 30.99
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 99,
        "provider_count": 12,
        "plan_observation_count": 20,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 12,
          "plan_observation_count": 20
        },
        "reliability": "high",
        "members": [
          {
            "provider": "agentdata_b2b_spain",
            "usd": 33.06
          },
          {
            "provider": "lead_enrichment",
            "usd": 49
          },
          {
            "provider": "derrick_mcp",
            "usd": 54.15
          },
          {
            "provider": "nordax_entity_network",
            "usd": 60
          },
          {
            "provider": "verifox_ai_email_verifier",
            "usd": 79
          },
          {
            "provider": "rootdata",
            "usd": 99
          },
          {
            "provider": "entity_enricher_mcp",
            "usd": 99
          },
          {
            "provider": "veezee_veezee",
            "usd": 99
          },
          {
            "provider": "linkmcp",
            "usd": 124
          },
          {
            "provider": "dataforb2b",
            "usd": 300
          },
          {
            "provider": "dealcode_lead_enrichment",
            "usd": 306.66
          },
          {
            "provider": "lead_stampede",
            "usd": 3000
          }
        ],
        "p25": 58.54,
        "p75": 168
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 249,
        "provider_count": 5,
        "plan_observation_count": 10,
        "data_confidence": 0.43,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.5,
          "provider_count": 5,
          "plan_observation_count": 10
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "datablist_ai_agent",
            "usd": 45.6
          },
          {
            "provider": "casestudies_dev",
            "usd": 164
          },
          {
            "provider": "daxoom",
            "usd": 249
          },
          {
            "provider": "derrick_mcp",
            "usd": 364.8
          },
          {
            "provider": "lead_stampede",
            "usd": 499
          }
        ],
        "p25": 164,
        "p75": 364.8
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1499.5,
        "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": "storefront_local_business",
            "usd": 997
          },
          {
            "provider": "daxoom",
            "usd": 1499
          },
          {
            "provider": "fiber_ai",
            "usd": 1500
          },
          {
            "provider": "lead_stampede",
            "usd": 6000
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 50,
      "listings_with_observed_public_price": 32,
      "normalized_observations": 49,
      "comparable_providers": 18,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "usage_not_monthly": 20,
        "one_time": 4,
        "ambiguous_cadence": 5,
        "free_or_zero": 4,
        "unrankable_or_unparseable": 5
      }
    },
    "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": {
      "usage_not_monthly": 20,
      "one_time": 4,
      "ambiguous_cadence": 5,
      "free_or_zero": 4,
      "unrankable_or_unparseable": 5
    },
    "billing_mix": {
      "subscription": 10,
      "contact_sales": 3,
      "usage": 3,
      "free": 5,
      "freemium": 11
    },
    "free_tier_share": 0.5,
    "top_providers": [
      {
        "agent_id": "fiber_ai",
        "name": "Fiber Ai",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 1000,
          "monthly_usd": 1000,
          "headline": "From $1000/mo",
          "summary": "From $1000/mo. Fiber AI publicly lists monthly subscriptions from $1,000/mo for partial enriched datasets to $2,000/mo for bulk API search."
        },
        "observed": true
      },
      {
        "agent_id": "agentdata_b2b_spain",
        "name": "b2b-spain",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 33.44,
          "monthly_usd": 38.56,
          "headline": "From $33.44/mo",
          "summary": "From $33.44/mo. Single subscription plan at €29/month with dashboard, API access, and data export limits."
        },
        "observed": true
      },
      {
        "agent_id": "agentweb",
        "name": "agentweb",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "AgentWeb publicly advertises a free-forever plan with 1,000 requests per day and no credit card required."
        },
        "observed": true
      },
      {
        "agent_id": "casestudies_dev",
        "name": "casestudies.dev",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 79,
          "monthly_usd": 79,
          "headline": "Free tier, then from $79/mo",
          "summary": "Free tier, then from $79/mo. casestudies.dev offers a freemium API pricing model with a free Starter plan (200 requests/month) and paid tiers starting at $79/month, plus custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "co_founder_engine",
        "name": "Co-Founder: Strategy Layer Engine",
        "price": {
          "observed": false,
          "billing": "unknown",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The homepage states that an engagement costs $0–$500, but does not specify a billing period or detailed plan structure."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "business-research-enrichment"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "business-research-enrichment",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "fiber_ai"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "fiber_ai"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}