Hybrid search, not a semantic lottery
Vector and full-text search are combined via reciprocal rank fusion and optionally re-ranked by a cross-encoder.
Corporate knowledge without a permission breach Your knowledge.
Your knowledge.
Inside every AI.
Connect SharePoint, Google Drive, Confluence, websites and files. Knowledgeworker Connect delivers reliable, source-backed answers inside ChatGPT, Claude, Cursor and your own applications.
Hosted in GermanySource permissions stay in forceRead-only MCP server
S SharePoint
C Claude
G Google Drive
GPT ChatGPT
Knowledgeworker Connect
ACL verifiedQuestion
What retention period applies to supplier contracts?
What retention period applies to supplier contracts?
Grounded answer3 sources
Supplier contracts are retained for ten years after the contract ends, per the internal policy. Separate deletion periods apply to personal attachments.
Procurement policy · § 4.2DMS handbook · p. 18Data-protection concept · 7.1
Hybrid SearchRerankingACL FilterCitations
Built for controlled knowledge access across the enterprise
German hosting
Permission-true
Deletion propagation
Standardized integration
The knowledge layer under your AI Not another chatbot.
Not another chatbot.
The secure infrastructure beneath it.
Knowledgeworker Connect links your existing information sources to the AI tools your teams already use — without a new data silo and without bypassing the permissions of the source systems.
A user only ever receives the passages they are also allowed to access in the source system.
SPSharePoint
GDGoogle Drive
CFConfluence
Knowledgeworker ConnectSync · Parse · Search
Enforce rights · Cite
Enforce rights · Cite
AIChatGPT
CLClaude
APIYour apps
Technology that earns trust
Precise answers. Traceable sources. Intact permissions.
The core capabilities are not buried in long feature lists but made visible as an understandable data flow.
Every answer stays verifiable
Resolvable citations trace right down to the chunk of the original source.
Source 2 · Information-security policy / section 6.3
Permissions from the source
Source ACLs are synced and enforced inside the database at retrieval time.
Separate knowledge spaces
Partitions for departments and projects with their own extractors and access grants.
MCP plus REST
One read-only MCP server and a REST API with a generated TypeScript client.
Connectors
Your sources stay where they belong.
Documents are synced incrementally, processed and made findable in a permission-true way. Start with one source and expand later.
SP
SharePoint
Microsoft Graph delta, site and item ACLs.
Details → GDGoogle Drive
Shared drives, native docs and sharing.
Details → CFConfluence
Spaces, pages, attachments and restrictions.
Details → WWWWebsite
SSRF-safe, rate-limited and robots-friendly.
Details → ↑Upload
PDF, Office, Markdown, text and OCR.
Details → Hosted in GermanyRow-level securityDeletion ≤ 24 hNo chunk text in logsDPA
Security by architecture
Security is not an add-on module.
Tenant isolation, source permissions and deletion propagation are part of the technical architecture — not just a promise on the website.
Data and embeddings in the EUOperated in German data centres.
Tenant isolationRow-level security on every table.
Minimized loggingNo document text or secrets in logs.
GDPR toolingExport, deletion and retention periods.
For existing workflows
Make knowledge available where work happens.
Corporate knowledge in ChatGPT and Claude
Your teams ask in familiar interfaces — answers stay bound to sources and permissions.
Context for Cursor and Claude Code
Technical documentation, guidelines and project knowledge as controlled read-only context.
Your own knowledge apps via API
Integrate search, fetch and answer into portals, service tools or industry-specific applications.
MCP-first. API-ready.
Connected in minutes. Controllable for enterprises.
A standardized MCP endpoint for current AI clients and a REST API for custom integrations.
OAuth 2.1Streamable HTTPRead-only toolsTypeScript client
mcp.jsonread-only
// .cursor/mcp.json { "mcpServers": { "knowledgeworker": { "url": "https://kwrag.chemmedia.ai/mcp", "headers": { "Authorization": "Bearer $KW_API_KEY" } } } }
const answer = await kw.answer({ query: "Which policy applies?", partition: "quality-management", citations: true });
Transparent pricing
Start small. Scale under control.
Free
For a controlled start.
€0 / month
Free forever
- 1 connector
- 1,000 queries per month
- MCP & REST access
Team
For your first productive teams.
€490 / month
cancel monthly
- 5 connectors
- 25,000 queries
- Metered overage
Business
For company-wide use.
€1,490 / month
cancel monthly
- Unlimited connectors
- 150,000 queries
- Single sign-on
Enterprise
For custom operating models.
Custom
Tailored to your requirements
- Custom limits
- DPA
- Dedicated support
Ready for productive corporate knowledge?Connect one source.
Connect one source.
Check the first answer.
The Free tier includes one connector and 1,000 queries per month.