Enterprise AI Search
Query this niche via MCP
niche_report({ niche: "enterprise-ai-search" })Agents · median
MCP servers · median
$29/mo
All plans — Agents vs MCPs
each dot = one provider · log scaleMCP servers $29
Ai Search · $10
searchstack · $29
$10
$25
AgentsMCP serversshaded = middle half · line = median
All plans
2 pricedProvidervs its cohort medianMonthly
Ai Searchmcp
$10 below
searchstackmcp
$29 ~median
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "enterprise-ai-search",
"parent_sector": "research-knowledge-work",
"provider_type_pricing": {
"slug": "enterprise-ai-search",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
"blended": {
"median": 25,
"p25": null,
"p75": null,
"providers": 3
},
"by_provider_type": {
"agent": {
"median": null,
"p25": null,
"p75": null,
"providers": 1,
"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced Agent-economy products are available."
},
"mcp": {
"median": null,
"p25": null,
"p75": null,
"providers": 2,
"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced MCP servers are available."
}
},
"recommended_cohort": null,
"recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
"fallback_context": null,
"context_note": null
},
"crowding_level": "emerging",
"observed_node_count": 6,
"adjacent_niches": [
"expert-call-summarisation",
"business-research-enrichment",
"literature-review",
"news-monitoring-agent",
"company-intelligence-agent",
"document-qa-agent"
],
"market_pulse": {
"pulse": 46,
"drivers": [
"enterprise money present"
],
"price_move_30d_pct": null,
"money_share": 0.3333333333333333,
"entry_rate": 0,
"alive_share": 1
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 0,
"comparable_agents": 2,
"quarantined_agents": 0,
"confidence": "thin",
"published": {
"d": false,
"w": false,
"m": false
},
"held_reason": {
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},
"driver": {
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"w": null,
"m": null
},
"tier_contribution": {
"d": {
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"pro": 0,
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"enterprise": 0
},
"w": {
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},
"m": {
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},
"tier_series": {
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"enterprise": [
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},
"tier_own_move": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
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"pro": 0,
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},
"m": {
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"pro": 0,
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}
},
"tier_agents": {
"individual": 2,
"pro": 1,
"team_sme": 1,
"enterprise": 0
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"obs_range": {
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"w": null,
"m": null
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"tier_obs_range": {
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"m": {
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}
},
"pricing": {
"sampleSize": 24,
"observed": 6,
"byPersona": {
"free": {
"n": 4,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
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"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
},
"individual": {
"n": 4,
"nPriced": 3,
"reliability": "low",
"median": 10,
"p25": 6.21,
"p75": 19.5,
"min": 2.42,
"max": 29,
"mean": 13.81,
"stdev": 13.69,
"usageShare": 0.25
},
"pro": {
"n": 2,
"nPriced": 2,
"reliability": "low",
"median": 62,
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"mean": 62,
"stdev": 52.33,
"usageShare": 0
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"team_sme": {
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"nPriced": 2,
"reliability": "low",
"median": 151.96,
"p25": 78.44,
"p75": 225.48,
"min": 4.92,
"max": 299,
"mean": 151.96,
"stdev": 207.95,
"usageShare": 0
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"enterprise": {
"n": 2,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
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"usageShare": 0
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"byPersonaMonthly": {
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"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
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"individual": {
"nMonthly": 2,
"p25": 9.07,
"median": 15.71,
"p75": 22.35,
"confidence": "low",
"usageShare": 0.25,
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"monthlyComparable": true
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"pro": {
"nMonthly": 2,
"p25": 43.5,
"median": 62,
"p75": 80.5,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
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"team_sme": {
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"p25": 78.44,
"median": 151.96,
"p75": 225.48,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
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"enterprise": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
}
},
"byTierCohorts": {
"status": "ok",
"cohorts": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 19.5,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "ai_search",
"usd": 10
},
{
"provider": "searchstack",
"usd": 29
}
]
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 62,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "qbrin",
"usd": 25
},
{
"provider": "searchstack",
"usd": 99
}
]
}
],
"rejected": {
"ambiguous_cadence": 2,
"free_or_zero": 1
},
"evidence": {
"status": "ok",
"single_observations": [],
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 5,
"offers": [
{
"provider": "ai_search",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
"monthly_usd": 10
},
{
"provider": "qbrin",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$25/month each",
"monthly_usd": 25
},
{
"provider": "searchstack",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$29/mo",
"monthly_usd": 29
},
{
"provider": "searchstack",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$99/mo",
"monthly_usd": 99
},
{
"provider": "searchstack",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$299/mo",
"monthly_usd": 299
}
]
},
{
"billing": "monthly",
"unit": "per_seat",
"count": 2,
"offers": [
{
"provider": "qbrin",
"tier": "individual",
"billing": "monthly",
"unit": "per_seat",
"price": "$29 per seat / month billed annually",
"monthly_usd": 29
},
{
"provider": "qbrin",
"tier": "team_sme",
"billing": "monthly",
"unit": "per_seat",
"price": "$59 per seat / month billed annually",
"monthly_usd": 59
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 2,
"offers": [
{
"provider": "ai_search",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "qbrin",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 3,
"normalized_observations": 7,
"comparable_providers": 3,
"strict_cohorts": 2,
"exclusion_reasons": {
"ambiguous_cadence": 2,
"free_or_zero": 1
}
}
}
},
"billingMix": {
"free": 2,
"freemium": 3,
"subscription": 1
},
"freeTierShare": 0.83,
"medianLowestUsd": 25
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-08-01",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-03",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-04",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-07",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-08",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-10",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-08-11",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-12",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-13",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-15",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-17",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-18",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-19",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-20",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-21",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-22",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-23",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-24",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-25",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-08-26",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-08-27",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-08-28",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-08-29",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-08-30",
"index": 100,
"pairs": 4,
"dayChangePct": 0
}
],
"latest": 100,
"day_change_pct": 0,
"methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
},
"top_agents": [
{
"agent_id": "findstack",
"name": "Findstack",
"url": "https://findstack.com",
"short_summary": "Search and compare business software from the [Findstack](https://findstack.com) catalog — thousands of products across hundreds of categories, with pricing, f…",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Findstack states that its software discovery service is free, with no paid subscription prices publicly listed."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "glean_com",
"name": "Glean Assistant",
"url": "https://glean.com/product/assistant",
"short_summary": "acts as an enterprise AI coworker that finds answers, analyzes data, creates content, and executes multi-step work across company systems",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Glean Assistant displays no public pricing; prospective customers are directed to get a demo."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "searchstack",
"name": "Searchstack",
"url": "https://searchstack.dev",
"short_summary": "SearchStack is a managed search service built to be operated end to end by AI agents. Every capability is an MCP tool, with reads and writes: an agent can crea…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "Free tier, then from $29/mo",
"summary": "Free tier, then from $29/mo. Searchstack offers a permanent free plan, paid managed tiers from $29/mo, and a free option for customers using their own backend."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "ai_search",
"name": "Cloudflare AI Search",
"url": "https://smithery.ai/server/cloudflare/ai-search",
"short_summary": "AI Search (AutoRAG) management. List and search documents across your AI Search indexes.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with usage-based RPC overages, and custom pricing for enterprise features."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "prismmeta",
"name": "prismmeta",
"url": "https://www.prismmeta.com",
"short_summary": "unclear",
"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": "low",
"upvotes": 0
},
{
"agent_id": "1c_templates_mcp",
"name": "1c Templates",
"url": "https://github.com/Desko77/1c-templates-mcp",
"short_summary": "MCP server with semantic search over 2200+ 1C (BSL) code templates. Provides hybrid vector+full-text search, CRUD web UI with Monaco Editor, and ChromaDB embed…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4 per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "agent_fusion",
"name": "Agent Fusion",
"url": "https://github.com/krokozyab/Agent-Fusion",
"short_summary": "Local RAG semantic search engine for AI agents. Indexes code, documentation (Markdown, Word, PDF) with embeddings. Runs 100% locally as single JAR; includes MC…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Agent Fusion's repository provides no observed pricing information; the separate GitHub pricing page is not pricing for Agent Fusion."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "agentsearch_2",
"name": "Agentsearch 2",
"url": "https://agentsearch.co/",
"short_summary": "Agentic AI system providing autonomous agents for knowledge management and intelligent enterprise search operations within organizations.",
"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": "unclear",
"upvotes": 0
},
{
"agent_id": "archive_agent",
"name": "Archive Agent",
"url": "https://wilhelm.dev",
"short_summary": "Natural language file search and discovery tool. Find and query files using conversational language instead of traditional file system navigation.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free tier + paid plans (price not published)",
"summary": "The site offers a permanent free membership and a paid tier with additional deep-dive content, but does not publicly state the paid price."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "cowork_semantic_search",
"name": "Cowork Semantic Search",
"url": "https://github.com/ZhuBit/cowork-semantic-search",
"short_summary": "Local semantic search MCP server for documents. Indexes files into a vector database, enabling AI agents to search across your document library without APIs or…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for the cowork-semantic-search repository."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "glean_2",
"name": "Glean 2",
"url": "https://glean.com/perspectives/how-ai-agents-are-enhancing-predictive-maintenance-strategies",
"short_summary": "Work AI platform that connects to enterprise data to build and manage AI agents, assistants, and search. Offers agent builder, orchestration, governance, and l…",
"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": "kappa_graph",
"name": "Kappa Graph",
"url": "https://aaronsb.github.io/knowledge-graph-system/",
"short_summary": "Multi-dimensional knowledge extraction system that ingests documents, extracts concepts and relationships via LLM, stores them in a graph database, and exposes…",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "The tutorial shows an estimated usage cost of $0.003 for an ingestion job, with no subscription plans publicly listed."
},
"home_niche": "knowledge-graph-agent",
"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": "plasma_wiki",
"name": "Plasma Wiki",
"url": "https://github.com/plasma-ai/wiki",
"short_summary": "Indexed knowledge bases with command-line tools for agents. Creates structured markdown wikis that agents can query to ground their work in project-specific kn…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "enterprise-knowledge-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "scienceclaw",
"name": "Scienceclaw",
"url": "http://scienceclaw.science",
"short_summary": "Self-evolving AI research agent with 285+ skills, persistent memory, and zero hallucination. Searches literature, queries 25+ academic databases, and runs anal…",
"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": "autonomous-ai-research-lab",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/enterprise-ai-search",
"summary": {
"niche": "enterprise-ai-search",
"sector": "research-knowledge-work",
"pricing_by_provider_type": {
"headline": "No published benchmark for enterprise-ai-search yet — too few comparable priced providers. Observed offers are listed.",
"benchmarks": [
{
"provider_type": "mcp",
"provider_type_label": "MCP servers",
"buyer_tier": "individual",
"buyer_tier_label": "Individual",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 2,
"reliability": "low",
"median": null,
"p25": null,
"p75": null,
"status": "observed_offers_only",
"observed_offers": [
10,
29
]
}
],
"warnings": [],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "enterprise-ai-search"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/enterprise-ai-search",
"counts": {
"listings_with_price_capture": 24,
"listings_with_observed_public_price": 6,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
},
"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": 19.5,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "ai_search",
"usd": 10
},
{
"provider": "searchstack",
"usd": 29
}
]
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 62,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "qbrin",
"usd": 25
},
{
"provider": "searchstack",
"usd": 99
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 24,
"listings_with_observed_public_price": 6,
"normalized_observations": 7,
"comparable_providers": 3,
"strict_cohorts": 2,
"exclusion_reasons": {
"ambiguous_cadence": 2,
"free_or_zero": 1
}
},
"pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
"pricing_excluded_observations": {
"ambiguous_cadence": 2,
"free_or_zero": 1
},
"billing_mix": {
"free": 2,
"freemium": 3,
"subscription": 1
},
"free_tier_share": 0.83,
"top_providers": [
{
"agent_id": "findstack",
"name": "Findstack",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Findstack states that its software discovery service is free, with no paid subscription prices publicly listed."
},
"observed": true
},
{
"agent_id": "glean_com",
"name": "Glean Assistant",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Glean Assistant displays no public pricing; prospective customers are directed to get a demo."
},
"observed": false
},
{
"agent_id": "searchstack",
"name": "Searchstack",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "Free tier, then from $29/mo",
"summary": "Free tier, then from $29/mo. Searchstack offers a permanent free plan, paid managed tiers from $29/mo, and a free option for customers using their own backend."
},
"observed": true
},
{
"agent_id": "ai_search",
"name": "Cloudflare AI Search",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with usage-based RPC overages, and custom pricing for enterprise features."
},
"observed": true
},
{
"agent_id": "prismmeta",
"name": "prismmeta",
"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
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "enterprise-ai-search"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "enterprise-ai-search",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "findstack"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "findstack"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
6 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
FindstackSearch and compare business software from the [Findstack](https://findstack.com) catalog — thousands of products across hundreds of categories, with pricing, f…
SearchstackSearchStack is a managed search service built to be operated end to end by AI agents. Every capability is an MCP tool, with reads and writes: an agent can crea…
QbrinEnterprise AI search engine that provides cited, grounded answers from company knowledge sources like email, files, Slack, and tickets. Features zero hallucina…
RepobaseAI-powered repository search with local indexing and semantic search. Provides MCP integration for AI agents to access and understand codebases without copy-pa…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.