Knowledge Lake
Every page extracted into clean markdown plus distilled concepts, FAQs, customer stories, the ICPs you implicitly target, and the competitors you name on-site.
Open-source MCP shipping May 2026
Your website was built for Google.
Win AI search. Power your agents.
Crowdstake turns your website into a Knowledge Lake, continuously audits every page against your ideal customers, and exposes the result as an MCP your AI agents and your team can leverage.
- 60-second audit — No login required
- Open-source MCP — Coming May 2026
- SOC 2 — in progress
§ WHAT CROWDSTAKE ACTUALLY DOES
Four primitives. One platform. Every outcome flows from the same lake.
We don't rebuild your site. We turn it into the structured, continuously-fresh knowledge layer that every AI tool you ship from here forward depends on.
Benchmark
Personas built from your ideal customer profile grade every page on whether it accomplishes its mission. Per-page report card with persona-specific feedback, not generic fluff.
Audit & Fix
Continuous benchmark against SEO, GEO, and AEO — with copy-paste-ready rewrites, missing FAQs, and structured-data fixes ranked by impact.
MCP & chat
Open-source MCP server for your AI agents (sales rep copilot, internal assistant, support bot) plus a website chatbot widget — all reading from the same lake.
§ ARCHITECTURE / DATA FLOW
A single knowledge lake
feeds every AI surface your buyer touches.
Crowdstake ingests your public pages, internal docs, and structured knowledge into one persona-graded index — then projects it back out as visibility scores, battle cards, copilots, and any agent you wire to the MCP endpoint.
Sources / ingest
Your website
Index / project
§ Crowdstake/v 2.1
Knowledge Lake
— a persona-graded index of everything your buyer can read.
§01Pages— 142/project
§02Documents— 318/project
§03Personas— 06/project
§04Tags— 24/project
last sync · 14:32 UTCindexing
Surfaces / agents
AI search visibility
Per-page benchmark
Sales rep copilot
Visitor chatbot
CSM enablement
Competitor intelligence
Brand monitoring
Your next AI agent
Sources / ingest
Your website
— 142 pages · re-indexed daily
§ Crowdstake / v 2.1
Knowledge Lake
schema · /projectlive · 142 docs
§01Pages142 / project
§02Documents318 / project
§03Personas06 / project
§04Tags24 / project
Surfaces / agents
AI search visibility
— ChatGPT · Perplexity · Gemini · Claude
Per-page benchmark
— Persona-graded by your ICP
Sales rep copilot
— Slack · Salesforce · Gong
Visitor chatbot
— Embedded site widget
CSM enablement
— In-product help · docs chat
Competitor intelligence
— Live battle cards
Brand monitoring
— LLM citation tracking
Your next AI agent
— Whatever you build · one MCP away
fig. 3 — knowledge lake / projection map01 source04 primitives08 surfaces1 MCP endpoint
§ TWO DIRECTIONS, SIDE BY SIDE
Win AI search. Power your agents. Both, at once.
Two narrative tracks across the same product. Pick the one that hurts most today — the other one comes free.
WIN AI SEARCH
Be the answer ChatGPT cites — not the link no one clicks.
Continuous benchmark of every page against SEO, GEO, and AEO. Personas built from your ICP grade whether your site accomplishes what it claims.
- Citation tracking across ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews
- Per-page report card with copy-paste-ready rewrites and missing FAQ entries
- Site-update MCP optionally ships approved fixes through your Webflow / Vercel / Shopify
/pricing — AEO score42 / 100
Missing FAQ entries14 detected
100-buyer mission grade31% accomplish
After Crowdstake fixes+47 AEO points
POWER YOUR AGENTS
Stop building one RAG project per AI agent. Give all of them one MCP.
Your Knowledge Lake exposed as an open-source MCP server. Sales copilot, internal assistant, support bot — one source of truth, no plumbing.
- Open-source MCP server (schema + reference implementation on GitHub)
- Auto-fresh: re-indexed daily, on every site change, or via webhook
- Agent-aware permissions, audit logs, and per-agent personas
$ npm install @crowdstake/mcpv1.0.4
Connected agents5 active
Latency p50 / p9582ms / 240ms
Source freshness3h ago
§ USE CASES
A doorway for every team.
A 100-FTE company has 5–10 teams who each want one slice of Crowdstake. Pick the loudest pain. Expand later.
Marketing & growth leaders
B2B SaaS, professional services
→ aeoMulti-location & franchise
Brand-level Knowledge Lake, per-location overrides
→ bothSales rep AI copilot
VP Sales / RevOps
→ agentCSM enablement & self-service
VP CS / support leaders
→ agentProduct marketing audit
Live competitor + positioning
→ bothAgencies (white-label)
Productize AEO at margin
→ bothPre-fundraise audit
Founders / CEOs Series A–B
→ aeoHeads of AI / engineering
MCP-first, OSS-friendly
→ agent§ PRICING
Start free. Pay by usage.
Two credit types: Discover credits run a benchmark on a page or competitor. Agentic credits power MCP queries and site-update actions.
Unlimited projects on every tier — credits are pooled across all of them.
Free
$0
For exploring — useful out of the gate, never expires.
- Up to 10 indexed pages
- 5 Agentic credits / day
- 1,000 chatbot conversations / mo
- MCP server included
- Unlimited projects
- 1 seat
Pro
$100/mo
For teams running real audits and shipping fixes.
- Up to 100 indexed pages
- 100 Agentic credits / mo + 5 / day
- 10,000 chatbot conversations / mo
- MCP server included
- Unlimited projects
- 3 seats
- Buy add-on credits anytime
Business
$500/mo
For mid-market and multi-site teams.
- Up to 1000 indexed pages
- 500 Agentic credits / mo + 5 / day
- 100,000 chatbot conversations / mo
- MCP server included
- Unlimited projects
- 5 seats, audit history, priority support
- Buy add-on credits anytime
Enterprise
Custom
SOC 2, SSO, SLA, custom personas, dedicated integrations.
- Single sign-on
- Custom persona library
- Dedicated MCP integrations
- SOC 2
- SLA
Add-on credits: $30 / 50 credits, available on Pro and up. Need volume? Talk to Enterprise →
See your website the way your ideal customers see it.
One URL. 60 seconds. A real PDF with copy-paste-ready fixes — graded against 100 personas built from your ICP — and a glimpse of the Knowledge Lake your AI agents could be querying tomorrow.
Open-source MCP. Open schema. Built by developers, for developers.
The Crowdstake MCP server reference implementation, the Knowledge Lake schema, and a sample eval harness will be MIT-licensed on GitHub. npm install @crowdstake/mcp — bring your own LLM, your own infra, your own agents.