Your knowledge base, answered instantly.
dysha.ai connects to your docs, repos, tickets, and wikis — then answers technical questions with verified citations. No hallucinations. No guessing. Just answers, backed by your actual knowledge.
Secure cloud · Your data is never used for training · Always cited
Sources connected
0
GitHub · Notion · Jira
Cited answers
0%
every response verified
Avg response
1.4s
sub-2s latency
The middleware uses a sliding window refresh strategy — tokens within 5 min of expiry are silently renewed via response headers.
50+
Knowledge connectors
< 2s
Median response time
100%
Answers with citations
< 30m
Time to first deployment
Connects to your existing stack
How it works
From question to verified answer in seconds
dysha.ai doesn't guess. It searches your actual knowledge base, evaluates the evidence, and only answers when confident.
Connect your knowledge sources
Point dysha.ai at your GitHub repos, Confluence spaces, Jira projects, Slack channels, or any of our 50+ connectors. We index everything automatically and keep it in sync.
GitHub · Confluence · Jira · Slack · GitLab · Notion · Zendesk · OpenAPI specs · File uploads
dysha.ai retrieves and verifies
Every question triggers an intelligent multi-step retrieval pipeline: search the knowledge base, evaluate the evidence, retry with a refined query if needed, then synthesise an answer — all before writing a single word.
Hybrid search · Semantic reranking · Evidence validation · Knowledge-base grounding
Deliver cited answers everywhere
Answers arrive with exact source citations — file path, page URL, or issue link. Deploy as a website widget, Slack bot, MCP server, or via API. Your team gets answers where they already work.
Web chat · Slack bot · Embeddable widget · MCP server · REST API
Features
Everything you need. Nothing you don't.
Built for engineering teams who need accurate answers, not impressive demos.
Intelligent retrieval
dysha.ai runs a multi-step search pipeline — search, evaluate, and refine — before synthesising an answer. Inconclusive first pass? It retries with a sharper query automatically.
Cited answers only
Every answer includes exact source citations: file path, line number, page URL, or issue link. If there's nothing in the KB, it says so — it never invents an answer.
True multi-tenancy
Every chunk is stamped with a tenant ID. Cross-org data leakage is architecturally impossible — isolation is enforced at the vector store level, not application logic.
Self-hosted or cloud
Run dysha.ai entirely on your own infrastructure. Your vectors, your LLM API key, your data. Or use dysha.ai Cloud if you prefer zero-ops. You choose.
Hybrid retrieval
Dense vector search combined with keyword search, fused and reranked for best-in-class accuracy on technical content. Fast and precise on every query.
Gap analytics
See exactly which questions your KB can't answer. Coverage gap analysis surfaces documentation holes so your team can fix them before users get frustrated.
Always in sync
Incremental sync keeps your KB current. Checksum-based delta detection means only changed content gets re-embedded — fast, cost-efficient, always fresh.
MCP server built-in
One click to expose your knowledge base as an MCP server. Engineers in Cursor, VS Code, or Claude Code get accurate, cited answers about your product without leaving their editor.
Full observability
Every query traced end-to-end. Token counts, retrieval scores, tool calls, and confidence levels — you see exactly what the agent did and why.
Integrations
Connect every source of truth
50+ plug-and-play connectors. Each one optimised for LLM retrieval — not just a raw text dump.
Missing a connector? Request it or build one with our open connector SDK.
Deploy everywhere
Meet your team where they already work
Deploy in minutes. Switch channels anytime. One knowledge base, every surface.
Website Widget
Embed a chat widget on your docs site with a single script tag. Fully customisable — your brand colours, your logo, your copy.
<script src="https://widget.dysha.ai/embed.js" data-project-id="YOUR_PROJECT_ID" data-color="#4f46e5" data-name="Ask AI" async />
Slack Bot
Deploy dysha.ai as a Slack bot. Engineers ask questions in any channel or DM — answers arrive in seconds with citations. Reduce the noise in #ask-engineering.
MCP Server
One click to expose your KB as an MCP endpoint. Cursor, Claude Code, VS Code, and ChatGPT can query your docs without leaving the editor.
// .cursor/mcp.json
{
"mcpServers": {
"dysha": {
"url": "https://mcp.dysha.ai/YOUR_PROJECT_ID",
"headers": { "Authorization": "Bearer YOUR_KEY" }
}
}
}REST API
Full programmatic access. Integrate dysha.ai into your own products, agentic workflows, CI pipelines, or support tooling.
curl -X POST https://api.dysha.ai/v1/query \
-H "Authorization: Bearer YOUR_KEY" \
-d '{ "question": "How does auth work?",
"project_id": "YOUR_PROJECT_ID" }'RAG quality
The most reliable retrieval pipeline for technical content
Most RAG systems embed, retrieve, and hope for the best. dysha.ai runs a multi-stage pipeline that verifies evidence before generating a single word — so your users never get a confidently wrong answer.
Hybrid retrieval
Dense vector + BM25 keyword search over your indexed chunks, fused with Reciprocal Rank Fusion.
Cross-encoder reranking
A cross-encoder jointly scores query + chunk pairs for fine-grained relevance — 20–30% precision improvement over bi-encoder alone.
Evidence validation
Retrieved chunks are evaluated for confidence: high / medium / low / insufficient. Low confidence triggers a retry with a refined query.
KB-only grounding
If the knowledge base has no relevant content, dysha.ai says so. It never fills gaps with training-data guesses.
Query pipeline trace
Answer: The middleware uses a sliding window strategy — tokens within 5 min of expiry are refreshed automatically. [auth/middleware.ts:142]
Get started with
dysha.ai pricing
dysha.ai pricing is tailored to your specific team's needs.
- AI platform fee based on your needs incl. optional add-ons
- Flexible scaled pricing based on answers per month
- Support and integration with your tools included with every plan
FAQ