RAGNES ingests every doc, thread, and ticket your company has ever written, structures it into an executable skills file, and hands it to your team — and their agents — with citations on every answer.
// stream a sourced answerawait fetch('/api/chat/stream', {method: 'POST',body: JSON.stringify({ message, session_id })})// → meta { citations } → delta … → done
Connect what your team already uses
p95 latency
182ms
streaming chat
sources
12 kinds
docs · Slack · email · CSV
citations
100%
every answer, sourced
roles
3-tier
admin · member · viewer
The product
Six primitives. One integrated surface. Every capability is API-first, workspace-scoped, and cited by default.
PDFs, DOCX, CSVs, Slack exports, .mbox archives, plain text. Parsed, deduped, and embedded in seconds.
Claude Sonnet sorts every atom into Process, Policy, Decision Rule, Role, or FAQ — with a visual map you can navigate.
Streamed responses over SSE with inline [#n] source chips. If we don't know, we say so.
One JSON per department. Zapier, n8n, Cursor, or your own agent framework can consume it directly.
Admin / Member / Viewer. Multi-tenant isolation. Invite by email or shareable link. Audit built in.
Per-key rate limits, IP whitelists, p95 latency, rotation with grace windows. Ship agents to prod, not toys.
How it works
OAuth into Slack, HubSpot, Gmail — or drop docs directly. RAGNES ingests, chunks, and embeds every source in the background.
Sonnet 4.6 classifies each atom into a canonical schema. You get a searchable knowledge graph, not a folder of PDFs.
Query from the web app, hit the streaming API, or hand the skills-file JSON to your agent. Answers ship with citations.
For developers
Per-key rate limits, IP whitelisting, key rotation with grace windows, p95 latency analytics, and a batched analytics writer. Ship agents that talk to your knowledge — not scripts that scrape your Notion.
curl -X POST $RAGNES_URL/api/agent/query \
-H "Authorization: Bearer $RAGNES_KEY" \
-H "Content-Type: application/json" \
-d '{"question": "How do we handle refunds?", "top_k": 5}'Pricing
Free for teams under 3. No credit card. Bring your Claude / OpenAI key or use ours.