Grounded
Each answer is checked against the passages retrieved from your content, not just prompted to
stay on topic.
Cited
Every answer lists the sources behind it, with a title, link and excerpt your readers can
verify.
Honest
When your content does not cover a question, the assistant declines to answer and flags the gap.
Start here
Quickstart
Connect a source, create an assistant and get your first cited answer.
Customer onboarding
Step-by-step enterprise journey from tenant setup to production launch.
Console walkthrough
Visual guide to the Ask Playground, Knowledge Manager, and Studio.
Features catalog
Complete index of all 20+ platform capabilities, endpoints, and specifications.
Supported connectors
GitHub, GitLab, Notion, Confluence, S3, Google Drive, Zendesk, Slack.
API reference
Every endpoint, with request and response examples.
Platform & Architecture
Inference Gateway
Sub-45ms semantic cache, model routing and prompt fencing.
Retrieval Pipeline
Hybrid BM25 + dense vector search, cross-encoder reranking, and verification.
Agent Studio
Multi-agent state graphs, tool authorization and human approval gates.
Autonomous Agents
Goal-directed execution loops, tool sandboxing and durable memory.
Use Cases & Architecture
Detailed workflows for docs AI, runbooks, support, and compliance.
System Architecture
Six-layer dependency rules and Architectural Decision Records.
Put answers where people ask
The same assistant, knowledge and grounding serve every channel. The channel changes how people ask, not the answer they get.Website widget
Embed a chat assistant on your documentation or support site for anonymous visitors.
HTTP API
Build answers into your own product, portal or support tooling.
MCP server
Let Claude, IDE assistants and other MCP clients search and ask your knowledge.
Built for content people act on
MITHUNAI is for teams whose users repeatedly ask questions that the documentation, API references, runbooks or code already answer, and where a wrong answer costs more than no answer. Typical uses:- Developer documentation: answer integration questions on your docs site, with links to the exact section.
- Customer support: deflect repeat questions and surface the gaps your content does not yet cover.
- Internal engineering knowledge: give teams one place to ask about runbooks, architecture notes and repositories.
- Compliance & security audits: audit enterprise policies, SOC 2 controls, and vendor risk matrices with verified citations.
Before you commit
Security and isolation
How your data is kept apart, who can reach it, and what is done with the content you ingest.
What is available today
Generally available, preview and planned, feature by feature, with nothing overstated.
Frequently asked questions
Does it make things up, is your content used for training, can another customer see it.