Business Research Enrichment
Query this niche via MCP
market_report({ query: "Business Research Enrichment", response_mode: "summary" })Agents · median
$29/mo
MCP servers · median
$99/mo
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 scaleAgents $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
All plans
41 pricedProvidervs its cohort medianMonthly
revuomcp
$5 below
deepsearchagent
$13 below
Nordax Entity Networkmcp
$15 below
linkmcpmcp
$19 below
daxoommcp
$25 below
Datablist Ai Agentagent
$29 ~median
tokenenrichmcp
$29 below
Basile Mcpmcp
$33 below
Agentdata B2b Spainmcp
$33 below
leadmarinamcp
$39 below
dataforb2bmcp
$49 below
Xverum Mcpmcp
$49 below
Diego Costa Tech Lead Enrichmemcp
$49 below
Lead Enrichmentmcp
$49 below
lushamcp
$50 below
Derrick Mcpmcp
$54 below
Nordax Entity Networkmcp
$60 below
Enrichments Io Enrichmcp
$69 below
Verifox Ai Email Verifiermcp
$79 below
Basile Mcpmcp
$90 ~median
Entity Enricher Mcpmcp
$99 ~median
rootdatamcp
$99 ~median
Veezee Veezeemcp
$99 ~median
linkmcpmcp
$124 above
Casestudies Devmcp
$164 above
Enrichments Io Enrichmcp
$199 above
tokenenrichmcp
$199 above
Xverum Mcpmcp
$199 above
lushamcp
$235 above
daxoommcp
$249 above
leadmarinamcp
$299 above
dataforb2bmcp
$300 above
Lead Stampedemcp
$300 above
Basile Mcpmcp
$318 above
Derrick Mcpmcp
$365 above
leadmarinamcp
$409 above
Enrichments Io Enrichmcp
$499 above
Xverum Mcpmcp
$750 above
Lead Stampedemcp
$900 above
daxoommcp
$1,499 above
Storefront Local Businessmcp
$1,500 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
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",
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"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 productsBb2b-spainprovides programmatic access to B2B company data in Spain
mcp$32.46from / mo67.2% below88% live
casestudies.devsearches, analyzes, and compares company case studies and tech stack detection
DataForB2Bprovides B2B data search and enrichment for people and companiesLELead Enrichment APIprovides curated EU B2B intelligence for AI agent prospecting in AI, Security, DevTools, and Fintech sectors
mcp$49from / mo50.5% below88% live
Lead StampedeMakes businesses discoverable to AI agents and provides inbound/outbound lead generation services
pick-an-agencymatches businesses with marketing agencies from a database of 47,000+ agencies
Storefront Local Business - SW Riverside County CAaudits local business online presence and visibility
Daxoom**The owner-verified local business data + service & menu-price layer for AI agents.**
Owner-authored business profiles where every response carries provenanc…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% live
Enrichments Io EnrichFind people, companies and enrich data across 10+ providers.
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…
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…
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…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% liveShowing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.