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Business Research Enrichment

Query this niche via MCPmarket_report({ query: "Business Research Enrichment", response_mode: "summary" })
active marketmarket pulse 51/100commercial money present1 new builders in 30d61 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$29/mo
2 providers · median of every priced plan point, all tiers · thin evidence
MCP servers · median
$99/mo
$49–$300 middle half · 22 providers · median of every priced plan point, all tiers
3.4×

MCPs cost 3.4× agents across all tiers — median $29 vs $99. Two different markets; a blended figure would mislead either buyer.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $29
deepsearch · $13
Datablist Ai Agent · $29
MCP servers $99
revuo · $5
Nordax Entity Network · $15
linkmcp · $19
daxoom · $25
Basile Mcp · $33
leadmarina · $39
dataforb2b · $49
Xverum Mcp · $49
lusha · $50
Enrichments Io Enrich · $69
tokenenrich · $29
Agentdata B2b Spain · $33
Diego Costa Tech Lead Enrichme · $49
Lead Enrichment · $49
Derrick Mcp · $54
Nordax Entity Network · $60
Verifox Ai Email Verifier · $79
Basile Mcp · $90
Entity Enricher Mcp · $99
rootdata · $99
Veezee Veezee · $99
linkmcp · $124
Enrichments Io Enrich · $199
lusha · $235
dataforb2b · $300
leadmarina · $409
Xverum Mcp · $750
Lead Stampede · $900
Casestudies Dev · $164
tokenenrich · $199
Xverum Mcp · $199
daxoom · $249
leadmarina · $299
Lead Stampede · $300
Basile Mcp · $318
Derrick Mcp · $365
Enrichments Io Enrich · $499
daxoom · $1,499
Storefront Local Business · $1,500
$5
$10
$25
$50
$100
$250
$500
$1,000
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of Business Research Enrichment (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "business-research-enrichment",
  "parent_sector": "research-knowledge-work",
  "provider_type_pricing": {
    "slug": "business-research-enrichment",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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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.",
    "fallback_context": null,
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                "provider": "basile_mcp",
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                "price": "279€ HT /mois",
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                "provider": "casestudies_dev",
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                "provider": "datablist_ai_agent",
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                "price": "25€/mo",
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                "provider": "datablist_ai_agent",
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                "unit": "flat",
                "price": "50€/mo",
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                "provider": "dataforb2b",
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                "billing": "monthly",
                "unit": "flat",
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                "provider": "dataforb2b",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$ 150 / month",
                "monthly_usd": 150
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                "provider": "dataforb2b",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 450 / month",
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                "provider": "daxoom",
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                "unit": "flat",
                "price": "$24.99 /mo",
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                "provider": "daxoom",
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                "provider": "daxoom",
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                "provider": "daxoom",
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                "price": "$1,499/mo",
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                "provider": "deepsearch",
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                "unit": "flat",
                "price": "$19.99/month",
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                "provider": "deepsearch",
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                "price": "$39.99/quarter",
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                "unit": "flat",
                "price": "$59.99/year",
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              {
                "provider": "derrick_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€20 / mo",
                "monthly_usd": 22.8
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              {
                "provider": "derrick_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€47.50 / mo",
                "monthly_usd": 54.15
              },
              {
                "provider": "derrick_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€175/mo",
                "monthly_usd": 199.5
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              {
                "provider": "derrick_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€320/mo",
                "monthly_usd": 364.8
              },
              {
                "provider": "diego_costa_tech_lead_enrichme",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
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              {
                "provider": "enrichments_io_enrich",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$69 /mo",
                "monthly_usd": 69
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              {
                "provider": "enrichments_io_enrich",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 /mo",
                "monthly_usd": 199
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              {
                "provider": "enrichments_io_enrich",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499 /mo",
                "monthly_usd": 499
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              {
                "provider": "entity_enricher_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.00/mo",
                "monthly_usd": 99
              },
              {
                "provider": "fiber_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,000/mo",
                "monthly_usd": 2000
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              {
                "provider": "fiber_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,000/mo",
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              {
                "provider": "lead_enrichment",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
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              {
                "provider": "lead_stampede",
                "tier": "team_sme",
                "billing": "monthly",
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                "price": "$149/mo",
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              {
                "provider": "lead_stampede",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/mo",
                "monthly_usd": 399
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              {
                "provider": "lead_stampede",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/mo",
                "monthly_usd": 999
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              {
                "provider": "lead_stampede",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$200/mo",
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              {
                "provider": "lead_stampede",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500/mo",
                "monthly_usd": 500
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              {
                "provider": "lead_stampede",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$800/mo",
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              {
                "provider": "leadmarina",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39/mo",
                "monthly_usd": 39
              },
              {
                "provider": "leadmarina",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$119/mo",
                "monthly_usd": 119
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              {
                "provider": "leadmarina",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/mo",
                "monthly_usd": 299
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              {
                "provider": "leadmarina",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$699/mo",
                "monthly_usd": 699
              },
              {
                "provider": "linkmcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19 /mo",
                "monthly_usd": 19
              },
              {
                "provider": "linkmcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 /mo",
                "monthly_usd": 49
              },
              {
                "provider": "linkmcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 /mo",
                "monthly_usd": 199
              },
              {
                "provider": "lusha",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49.90/mo",
                "monthly_usd": 49.9
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              {
                "provider": "lusha",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$69.90/mo",
                "monthly_usd": 69.9
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              {
                "provider": "lusha",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399.90/mo",
                "monthly_usd": 399.9
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              {
                "provider": "nordax_entity_network",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10 /mo",
                "monthly_usd": 10
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              {
                "provider": "nordax_entity_network",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$20 /mo",
                "monthly_usd": 20
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              {
                "provider": "nordax_entity_network",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$60 /mo",
                "monthly_usd": 60
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              {
                "provider": "revuo",
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                "billing": "monthly",
                "unit": "flat",
                "price": "7.90 €/month",
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              {
                "provider": "revuo",
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                "billing": "monthly",
                "unit": "flat",
                "price": "From €1.30 +VAT/month",
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                "provider": "rootdata",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$99 / month",
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                "provider": "storefront_local_business",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$1,500 per month",
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                "provider": "tokenenrich",
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                "unit": "flat",
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                "provider": "tokenenrich",
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                "provider": "tokenenrich",
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                "price": "$199 / month",
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                "provider": "tokenenrich",
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                "price": "$499 / month",
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                "provider": "veezee_veezee",
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                "unit": "flat",
                "price": "$99.00 / month",
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              {
                "provider": "verifox_ai_email_verifier",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$79 per month",
                "monthly_usd": 79
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                "provider": "xverum_mcp",
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                "unit": "flat",
                "price": "$49 /mo",
                "monthly_usd": 49
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              {
                "provider": "xverum_mcp",
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                "unit": "flat",
                "price": "$199 /mo",
                "monthly_usd": 199
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              {
                "provider": "xverum_mcp",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$750 /mo",
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                "provider": "revuo",
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              },
              {
                "provider": "diego_costa_tech_lead_enrichme",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "explorium",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "gtm",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to us",
                "monthly_usd": null
              },
              {
                "provider": "lusha",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "xverum_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 33,
          "normalized_observations": 68,
          "comparable_providers": 25,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 8,
            "usage_not_monthly": 30,
            "free_or_zero": 4,
            "one_time": 9,
            "unrankable_or_unparseable": 6
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 0,
      "pro": 1,
      "enterprise": 8,
      "team_sme": 1
    },
    "billingMix": {
      "subscription": 13,
      "freemium": 18,
      "free": 5,
      "usage": 6,
      "contact_sales": 1
    },
    "freeTierShare": 0.53,
    "medianLowestUsd": 49
  },
  "movement": {
    "niche": "business-research-enrichment",
    "sector": "research-knowledge-work",
    "pricedNow": 24,
    "pairs": 24,
    "repriced": [
      {
        "handle": "storefront_local_business",
        "from": 497,
        "to": 1500,
        "pct": 201.8
      },
      {
        "handle": "datablist_ai_agent",
        "from": 28,
        "to": 27.95,
        "pct": -0.2
      },
      {
        "handle": "agentdata_b2b_spain",
        "from": 32.48,
        "to": 32.42,
        "pct": -0.2
      },
      {
        "handle": "basile_mcp",
        "from": 32.48,
        "to": 32.42,
        "pct": -0.2
      },
      {
        "handle": "derrick_mcp",
        "from": 22.4,
        "to": 22.36,
        "pct": -0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [
      "vibeprospecting"
    ],
    "likeForLikePct": 4.7,
    "kind": "mixed",
    "narrative": "Repricing + composition: 5 agents repriced — 1 up, 4 down; 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 101.381,
        "pairs": 53,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 101.381,
        "pairs": 53,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 101.381,
        "pairs": 51,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 101.381,
        "pairs": 51,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 101.381,
        "pairs": 51,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 101.381,
        "pairs": 51,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 101.381,
        "pairs": 52,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 101.381,
        "pairs": 52,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 101.381,
        "pairs": 52,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 101.381,
        "pairs": 52,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 101.381,
        "pairs": 47,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 101.381,
        "pairs": 47,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 101.381,
        "pairs": 47,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 101.381,
        "pairs": 47,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 101.381,
        "pairs": 44,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 101.381,
        "pairs": 44,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 101.381,
        "pairs": 44,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 101.381,
        "pairs": 42,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 101.381,
        "pairs": 40,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 101.381,
        "pairs": 41,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 101.381,
        "pairs": 44,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 101.381,
        "pairs": 45,
        "dayChangePct": 0
      }
    ],
    "latest": 101.381,
    "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": {
        "commercial": {
          "entry_offer": {
            "line": "Partial, Enriched Datasets",
            "monthly_native": 1000,
            "monthly_usd": 1000,
            "commitment": "monthly",
            "basis": "$1,000/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly (Save 17%)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Yearly (Save 17%)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Bulk API Search",
              "price": "$2,000/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Partial, Enriched Datasets",
              "price": "$1,000/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 1000,
        "monthly_usd": 1000,
        "headline": "From $1,000/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $1,000/mo (billing period unverified: page has a Monthly/Annual toggle). 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": {
        "commercial": {
          "entry_offer": {
            "line": "PRO PLAN",
            "monthly_native": 29,
            "monthly_usd": 32.46,
            "commitment": "monthly",
            "basis": "€29/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "PRO PLAN",
              "price": "€29/month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 32.46,
        "monthly_usd": 32.46,
        "headline": "From €29/mo",
        "summary": "From €29/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": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "casestudies_dev",
      "name": "casestudies.dev",
      "url": "https://casestudies.dev/",
      "short_summary": "searches, analyzes, and compares company case studies and tech stack detection",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Growth",
            "monthly_native": 79,
            "monthly_usd": 79,
            "commitment": "monthly",
            "basis": "$79/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$79/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$249/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 79,
        "monthly_usd": 79,
        "headline": "Free plan; paid from $79/mo",
        "summary": "Free plan; paid 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": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 49,
            "monthly_usd": 49,
            "commitment": "monthly",
            "basis": "$49/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Profile / company match",
              "per": "per unit",
              "text": "$0.75 per unit"
            },
            {
              "line": "Live profile / company",
              "per": "per unit",
              "text": "$1.5 per unit"
            },
            {
              "line": "Verified work email",
              "per": "per unit",
              "text": "$1 per unit"
            },
            {
              "line": "Personal email",
              "per": "per unit",
              "text": "$3 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$ 49 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium",
              "price": "$ 150 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$ 450 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom / pricing",
              "kind": "custom"
            },
            {
              "name": "Profile / company match",
              "price": "0.75 cr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Live profile / company",
              "price": "1.5 cr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Verified work email",
              "price": "1 cr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Personal email",
              "price": "3 cr",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "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": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). 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": {
        "commercial": {
          "rates": [
            {
              "line": "$29.99 package",
              "per": "per pkg",
              "text": "$29.99 per pkg"
            },
            {
              "line": "$149.99 package",
              "per": "per pkg",
              "text": "$150 per pkg"
            },
            {
              "line": "$749.99 package",
              "per": "per pkg",
              "text": "$750 per pkg"
            },
            {
              "line": "$7499.99 package",
              "per": "per pkg",
              "text": "$7,500 per pkg"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Free package",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "$29.99 package",
              "price": "$29.99/pkg",
              "kind": "usage_rate",
              "unit": "pkg",
              "billed": "usage"
            },
            {
              "name": "$149.99 package",
              "price": "$149.99/pkg",
              "kind": "usage_rate",
              "unit": "pkg",
              "billed": "usage"
            },
            {
              "name": "$749.99 package",
              "price": "$749.99/pkg",
              "kind": "usage_rate",
              "unit": "pkg",
              "billed": "usage"
            },
            {
              "name": "$7499.99 package",
              "price": "$7499.99/pkg",
              "kind": "usage_rate",
              "unit": "pkg",
              "billed": "usage"
            },
            {
              "name": "Custom",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$29.99 per pkg; $150 per pkg (usage-based)",
        "summary": "$29.99 per pkg; $150 per pkg (usage-based). Explorium offers pay-as-you-go data credits in packages from $0 to $7499.99, with usage rates decreasing from $0.06 to $0.015."
      },
      "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": {
        "commercial": {
          "currency": "EUR",
          "notes": [
            "prepaid credit: €2.89 (funding, not a subscription)",
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "30 Credits",
              "price": "€2.89",
              "kind": "credit_purchase",
              "unit": "credits",
              "billed": "one_off"
            },
            {
              "name": "100 Credits",
              "price": "€9.29",
              "kind": "credit_purchase",
              "unit": "credits",
              "billed": "one_off"
            },
            {
              "name": "500 Credits",
              "price": "€36.99",
              "kind": "credit_purchase",
              "unit": "credits",
              "billed": "one_off"
            },
            {
              "name": "2,000 Credits",
              "price": "€119.99",
              "kind": "credit_purchase",
              "unit": "credits",
              "billed": "one_off"
            },
            {
              "name": "Custom",
              "price": "Talk to us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Credit packs from €2.89 (30 Credits); no subscription",
        "summary": "Credit packs from €2.89 (30 Credits); no subscription. 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": {
        "commercial": {
          "entry_offer": {
            "line": "PRO",
            "monthly_native": 49,
            "monthly_usd": 49,
            "commitment": "monthly",
            "basis": "$49/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "X402 (AGENTS)",
              "per": "per lead",
              "text": "$0.01 per lead"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "FREE",
              "price": "$0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "PRO",
              "price": "$49/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "X402 (AGENTS)",
              "price": "$0.015/lead",
              "kind": "usage_rate",
              "unit": "lead",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free plan; paid from $49/mo",
        "summary": "Free plan; paid 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": {
        "commercial": {
          "entry_offer": {
            "line": "Team",
            "monthly_native": 24,
            "monthly_usd": 24,
            "commitment": "monthly",
            "basis": "$24/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly SAVE UP TO 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Yearly SAVE UP TO 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0 / month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$24 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$199 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Custom",
              "price": "Contact Sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 24,
        "monthly_usd": 24,
        "headline": "Free plan; paid from $24/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $24/mo (billing period unverified: page has a Monthly/Annual toggle). Bayeslab offers a free plan, discounted Early Bird Team and Business subscriptions at $24 and $199 per month, and a custom enterprise option."
      },
      "home_niche": "report-generation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "brightwave",
      "name": "Brightwave",
      "url": "https://brightwave.io/",
      "short_summary": "Enterprise AI platform with autonomous agents that collaborate on complex projects. Provides unlimited scope and context, full sourcing and verifiability, and…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "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": "No public pricing or paid plans are shown; the repository is identified as MIT-licensed open source."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$10/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$49/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo",
        "summary": "Free plan; paid from $10/mo. LiveDataLink offers a free 1,000-query monthly tier plus $10/month Starter and $49/month Pro plans with monthly query limits."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Plus",
            "monthly_native": 8,
            "monthly_usd": 8.95,
            "commitment": "annual",
            "basis": "€8/month, billed annually (annual commitment)"
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Basic",
              "price": "€ 0 forever",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Plus",
              "price": "€ 8 / month / Billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Max",
              "price": "€ 12 / month / Billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 8.95,
        "monthly_usd": 8.95,
        "headline": "Free plan; paid from €8/mo (annual commitment)",
        "summary": "Free plan; paid from €8/mo (annual commitment). MockFlow offers a free Basic plan and paid Plus and Max plans shown at €8 and €12 per month when billed yearly; month-to-month prices are not displayed."
      },
      "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 (18 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": 18,
          "reliability": "high",
          "median": 99,
          "p25": 55.61,
          "p75": 225.93,
          "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": 10,
          "reliability": "medium",
          "median": 36.03,
          "p25": 20.5,
          "p75": 49,
          "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": 9,
          "reliability": "medium",
          "median": 299,
          "p25": 199,
          "p75": 318.06,
          "status": "ok"
        },
        {
          "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,
            28.5
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            1499,
            1500
          ]
        }
      ],
      "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": 62,
      "listings_with_observed_public_price": 43,
      "providers_with_numeric_monthly_price_latest_scan": 24,
      "like_for_like_comparable_pairs": 24
    },
    "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": 30.78,
        "provider_count": 12,
        "plan_observation_count": 17,
        "data_confidence": 0.97,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.85,
          "provider_count": 12,
          "plan_observation_count": 17
        },
        "reliability": "high",
        "members": [
          {
            "provider": "revuo",
            "usd": 5.24
          },
          {
            "provider": "deepsearch",
            "usd": 13.33
          },
          {
            "provider": "nordax_entity_network",
            "usd": 15
          },
          {
            "provider": "linkmcp",
            "usd": 19
          },
          {
            "provider": "daxoom",
            "usd": 24.99
          },
          {
            "provider": "datablist_ai_agent",
            "usd": 28.5
          },
          {
            "provider": "basile_mcp",
            "usd": 33.06
          },
          {
            "provider": "leadmarina",
            "usd": 39
          },
          {
            "provider": "dataforb2b",
            "usd": 49
          },
          {
            "provider": "xverum_mcp",
            "usd": 49
          },
          {
            "provider": "lusha",
            "usd": 49.9
          },
          {
            "provider": "enrichments_io_enrich",
            "usd": 69
          }
        ],
        "p25": 18,
        "p75": 49
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 99,
        "provider_count": 18,
        "plan_observation_count": 25,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 18,
          "plan_observation_count": 25
        },
        "reliability": "high",
        "members": [
          {
            "provider": "tokenenrich",
            "usd": 29
          },
          {
            "provider": "agentdata_b2b_spain",
            "usd": 33.06
          },
          {
            "provider": "lead_enrichment",
            "usd": 49
          },
          {
            "provider": "diego_costa_tech_lead_enrichme",
            "usd": 49
          },
          {
            "provider": "derrick_mcp",
            "usd": 54.15
          },
          {
            "provider": "nordax_entity_network",
            "usd": 60
          },
          {
            "provider": "verifox_ai_email_verifier",
            "usd": 79
          },
          {
            "provider": "basile_mcp",
            "usd": 90.06
          },
          {
            "provider": "veezee_veezee",
            "usd": 99
          },
          {
            "provider": "entity_enricher_mcp",
            "usd": 99
          },
          {
            "provider": "rootdata",
            "usd": 99
          },
          {
            "provider": "linkmcp",
            "usd": 124
          },
          {
            "provider": "enrichments_io_enrich",
            "usd": 199
          },
          {
            "provider": "lusha",
            "usd": 234.9
          },
          {
            "provider": "dataforb2b",
            "usd": 300
          },
          {
            "provider": "leadmarina",
            "usd": 409
          },
          {
            "provider": "xverum_mcp",
            "usd": 750
          },
          {
            "provider": "lead_stampede",
            "usd": 899.5
          }
        ],
        "p25": 55.61,
        "p75": 225.93
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 274,
        "provider_count": 10,
        "plan_observation_count": 16,
        "data_confidence": 0.83,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.8,
          "provider_count": 10,
          "plan_observation_count": 16
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "datablist_ai_agent",
            "usd": 57
          },
          {
            "provider": "casestudies_dev",
            "usd": 164
          },
          {
            "provider": "tokenenrich",
            "usd": 199
          },
          {
            "provider": "xverum_mcp",
            "usd": 199
          },
          {
            "provider": "daxoom",
            "usd": 249
          },
          {
            "provider": "leadmarina",
            "usd": 299
          },
          {
            "provider": "lead_stampede",
            "usd": 299.5
          },
          {
            "provider": "basile_mcp",
            "usd": 318.06
          },
          {
            "provider": "derrick_mcp",
            "usd": 364.8
          },
          {
            "provider": "enrichments_io_enrich",
            "usd": 499
          }
        ],
        "p25": 199,
        "p75": 313.42
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1500,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "daxoom",
            "usd": 1499
          },
          {
            "provider": "storefront_local_business",
            "usd": 1500
          },
          {
            "provider": "fiber_ai",
            "usd": 1500
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 62,
      "listings_with_observed_public_price": 43,
      "normalized_observations": 68,
      "comparable_providers": 25,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 8,
        "usage_not_monthly": 30,
        "free_or_zero": 4,
        "one_time": 9,
        "unrankable_or_unparseable": 6
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 8,
      "usage_not_monthly": 30,
      "free_or_zero": 4,
      "one_time": 9,
      "unrankable_or_unparseable": 6
    },
    "billing_mix": {
      "subscription": 13,
      "freemium": 18,
      "free": 5,
      "usage": 6,
      "contact_sales": 1
    },
    "free_tier_share": 0.53,
    "top_providers": [
      {
        "agent_id": "fiber_ai",
        "name": "Fiber Ai",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Partial, Enriched Datasets",
              "monthly_native": 1000,
              "monthly_usd": 1000,
              "commitment": "monthly",
              "basis": "$1,000/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Yearly (Save 17%)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Monthly Yearly (Save 17%)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Bulk API Search",
                "price": "$2,000/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Partial, Enriched Datasets",
                "price": "$1,000/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 1000,
          "monthly_usd": 1000,
          "headline": "From $1,000/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "From $1,000/mo (billing period unverified: page has a Monthly/Annual toggle). 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": {
          "commercial": {
            "entry_offer": {
              "line": "PRO PLAN",
              "monthly_native": 29,
              "monthly_usd": 32.46,
              "commitment": "monthly",
              "basis": "€29/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "PRO PLAN",
                "price": "€29/month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 32.46,
          "monthly_usd": 32.46,
          "headline": "From €29/mo",
          "summary": "From €29/mo. Single subscription plan at €29/month with dashboard, API access, and data export limits."
        },
        "observed": true
      },
      {
        "agent_id": "agentweb",
        "name": "agentweb",
        "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": "casestudies_dev",
        "name": "casestudies.dev",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Growth",
              "monthly_native": 79,
              "monthly_usd": 79,
              "commitment": "monthly",
              "basis": "$79/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Starter",
                "price": "$0/month",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Growth",
                "price": "$79/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Scale",
                "price": "$249/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Contact sales",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 79,
          "monthly_usd": 79,
          "headline": "Free plan; paid from $79/mo",
          "summary": "Free plan; paid 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"
      }
    ]
  }
}
Full market

35 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

ProviderTypeFromVs niche medianLiveness
Fiber Aiprovides data APIs for enriching, searching, and tracking companies, people, and jobs for AI sales, recruiting, and growth products
mcp$1000from / mo910.1% above88% livemcp910.1% above median88% live
Bb2b-spainprovides programmatic access to B2B company data in Spain
mcp$32.46from / mo67.2% below88% livemcp67.2% below median88% live
casestudies.devsearches, analyzes, and compares company case studies and tech stack detection
mcp$79from / mo20.2% below88% livemcp20.2% below median88% live
DataForB2Bprovides B2B data search and enrichment for people and companies
mcp$49from / mo50.5% below88% livemcp50.5% below median88% live
LELead Enrichment APIprovides curated EU B2B intelligence for AI agent prospecting in AI, Security, DevTools, and Fintech sectors
mcp$49from / mo50.5% below88% livemcp50.5% below median88% live
Lead StampedeMakes businesses discoverable to AI agents and provides inbound/outbound lead generation services
mcp$149from / mo50.5% above100% livemcp50.5% above median100% live
Nordax AI Entity Networkprovides cryptographic identity verification and trust scoring for businesses to be discoverable and verifiable by AI agents
mcp$10from / mo89.9% below88% livemcp89.9% below median88% live
pick-an-agencymatches businesses with marketing agencies from a database of 47,000+ agencies
mcpFreefree to use—88% livemcp88% live
ServiceGraphfinds and evaluates niche marketing channels like newsletters, directories, podcasts, and communities for customer acquisition
mcpFree tierpaid plans vary—88% livemcp88% live
Storefront Local Business - SW Riverside County CAaudits local business online presence and visibility
mcp$1500from / mo1415.2% above88% livemcp1415.2% above median88% live
BasileFrench B2B database for companies and contacts, built from official registers (INSEE, Infogreffe, BODACC) plus public web sources. Use it from Claude or any M…
mcp$32.46from / mo67.2% below88% livemcp67.2% below median88% live
Daxoom**The owner-verified local business data + service & menu-price layer for AI agents.** Owner-authored business profiles where every response carries provenanc…
mcp$24.99from / mo74.8% below88% livemcp74.8% below median88% live
DCDiego Costa Tech Lead EnrichmeB2B Lead Enrichment MCP API An MCP-native API engineered for AI agents to instantly enrich B2B company profiles with structured firmographic, technographic, an…
mcp$49from / mo50.5% below88% livemcp50.5% below median88% live
Enrichments Io EnrichFind people, companies and enrich data across 10+ providers.
mcp$69from / mo30.3% below88% livemcp30.3% below median88% live
LeadmarinaVerified local-business leads: search any niche in any city, query your lead library, and export to Close, GoHighLevel, Google Sheets, or emailed files — every…
mcp$39from / mo60.6% below100% livemcp60.6% below median100% live
LinkmcpHosted MCP server for LinkedIn. 25 tools: profiles, messages, search, post engagement, company data, enrichment. Works with Claude, ChatGPT, Cursor, Windsurf,…
mcp$19from / mo80.8% below88% livemcp80.8% below median88% live
LushaLusha's official MCP server — give your AI agents access to verified B2B contact and company data. Look up and enrich people and companies, find work emails an…
mcp$49.90from / mo49.6% below88% livemcp49.6% below median88% live
revuoB2B SaaS discovery and directory services for AI assistants
mcp$11from / mo88.9% below88% livemcp88.9% below median88% live
StoreinspectShopify store intelligence for agencies, app teams, and ecommerce GTM teams.
mcpFree tierpaid plans vary—88% livemcp88% live
TokenenrichSub-second B2B firmographics & 500+ tech stack signals for AI SDRs in ~180 tokens. Free 50-credit sandbox tier included (zero CC required).
mcp$29from / mo70.7% below88% livemcp70.7% below median88% live
Veezee VeezeeLinkedIn data for AI agents: structured profiles, people search, companies, and posts over MCP or REST. 500 free credits, no card required.
mcp$99from / moat median100% livemcpat median100% live
Verifox Ai Email VerifierVerify email deliverability and find business emails from Claude and any MCP client — single or bulk. Checks SMTP, MX, catch-all, disposable, role and free add…
mcp$79from / mo20.2% below100% livemcp20.2% below median100% live
VibeprospectingPower your chat with B2B data to create lead lists, research companies, personalize your outreach, and more. Search any company or professional to access email…
mcpFree tierpaid plans vary—100% livemcp100% live
XXverumFind and enrich the right people from 750M professional profiles. Search by role, seniority, skills, industry, and location in plain English. Pull profiles wit…
mcp$49from / mo50.5% below100% livemcp50.5% below median100% live
Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.