Enterprise AI Search
Query this niche via MCP
market_report({ query: "Enterprise AI Search", response_mode: "summary" })Agents · median
MCP servers · median
All plans — Agents vs MCPs
each dot = one provider · log scaleNo providers priced at the All tier yet.
All plans
0 pricedProvidervs its cohort medianMonthly
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 Enterprise AI Search (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
{
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"parent_sector": "research-knowledge-work",
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{
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},
{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"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."
},
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"price": {
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"headline": "No public price found",
"summary": "No public price found on the vendor site."
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"upvotes": 0
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{
"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": {
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"price": "Free",
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"headline": "Free",
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"evidence_quality": "medium",
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{
"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": {
"commercial": {
"entry_offer": {
"line": "Starter",
"monthly_native": 29,
"monthly_usd": 29,
"commitment": "monthly",
"basis": "$29/month",
"billing_verified": true
},
"currency": "USD",
"lines": [
{
"name": "Free",
"price": "$0/mo",
"kind": "free",
"billed": "monthly"
},
{
"name": "Starter",
"price": "$29/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Pro",
"price": "$99/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Scale",
"price": "$299/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Your own backend",
"price": "Free/mo",
"kind": "unknown"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "Free plan; paid from $29/mo",
"summary": "Free plan; paid 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": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for Cloudflare AI Search on the available page."
},
"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": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for this open-source GitHub repository."
},
"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": "No public pricing was observed 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": {
"commercial": {
"currency": "USD",
"lines": [
{
"name": "Free",
"price": "Free",
"kind": "free",
"billed": "monthly"
}
]
},
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Free. The homepage shows a free membership tier with weekly posts, paper announcements, lab updates, and original analysis; no paid pricing is visible."
},
"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": {
"commercial": {
"rates": [
{
"line": "Estimated extraction cost",
"per": "per unit",
"text": "$0 per unit"
}
],
"currency": "USD",
"lines": [
{
"name": "Estimated extraction cost",
"price": "$0.003",
"kind": "usage_rate",
"unit": "unit",
"billed": "usage"
}
]
},
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "$0 per unit (usage-based)",
"summary": "$0 per unit (usage-based). 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": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown on the GitHub homepage or in the supplied context."
},
"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.",
"benchmarks": [],
"warnings": [
"No priced providers meet the benchmark bar for this scope."
],
"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": 25,
"listings_with_observed_public_price": 5,
"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": "single_observation",
"pricing_by_tier": null,
"single_observations": [
{
"tier": "individual",
"unit": "flat",
"provider": "searchstack",
"monthly_usd": 29
},
{
"tier": "pro",
"unit": "flat",
"provider": "searchstack",
"monthly_usd": 99
},
{
"tier": "team_sme",
"unit": "flat",
"provider": "searchstack",
"monthly_usd": 299
}
],
"pricing_coverage": {
"listings_with_price_capture": 25,
"listings_with_observed_public_price": 5,
"normalized_observations": 3,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {
"usage_not_monthly": 22
}
},
"pricing_note": "Only ONE provider in this market publishes a comparable price — returned as a single observation, NOT a benchmark, median or fair price. See adjacent_pricing or confirm the market to widen the sample.",
"pricing_excluded_observations": {
"usage_not_monthly": 22
},
"billing_mix": {
"free": 3,
"freemium": 1,
"usage": 1
},
"free_tier_share": 0.8,
"top_providers": [
{
"agent_id": "datagokr_public",
"name": "Datagokr Public",
"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": "findstack",
"name": "Findstack",
"price": {
"commercial": {
"currency": "USD",
"lines": [
{
"name": "Free",
"price": "Free",
"kind": "free",
"billed": "monthly"
}
]
},
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Free. 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": {
"commercial": {
"entry_offer": {
"line": "Starter",
"monthly_native": 29,
"monthly_usd": 29,
"commitment": "monthly",
"basis": "$29/month",
"billing_verified": true
},
"currency": "USD",
"lines": [
{
"name": "Free",
"price": "$0/mo",
"kind": "free",
"billed": "monthly"
},
{
"name": "Starter",
"price": "$29/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Pro",
"price": "$99/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Scale",
"price": "$299/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Your own backend",
"price": "Free/mo",
"kind": "unknown"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "Free plan; paid from $29/mo",
"summary": "Free plan; paid 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": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for Cloudflare AI Search on the available page."
},
"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": "datagokr_public"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "datagokr_public"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
4 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…
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.