Query your data
in natural language

The Smart Hub turns the Data Room into a queryable knowledge base. Ask questions directly and get structured summaries, risk analyses and recommendations, always grounded in real diagnostic data.

It's powered by a RAG engine (Retrieval-Augmented Generation): before each response, the system identifies and extracts relevant passages from your data, then generates a synthesis based solely on those elements.

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Smart Hub3 diagnostics - 42 domaines analysés

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Posez une question sur votre organisation...

Ready-to-use queries

The Smart Hub offers suggestions tailored to each stage of the diagnostic.

Critical risks

List all critical and high risks with their justification

Executive summary

Full diagnostic summary in 10 lines

Red flags

Warning signs and unverified elements

Questions for the CTO

Prepare questions to ask in the next interview

Investor summary

Deliverable adapted for a committee presentation

Weak domains

Domains with the lowest scores and their root causes

Missing elements

What couldn't be verified or is absent

Action plan

Priority actions sorted by effort and impact

Grounded exclusively in your data

The assistant never makes assumptions. Every response is anchored in real diagnostic data and accompanied by its sources for verification.

This behavior is guaranteed by the Smart Hub's RAG architecture: each question first triggers a targeted search in your data before any text generation.

RAG Architecture

The Smart Hub uses RAG technology (Retrieval-Augmented Generation): it searches for relevant passages in your data before formulating each response.

No hallucinations

If information isn't in the Data Room, the assistant says so explicitly. No invented answers.

Sources cited

Every response indicates which reports, documents and answers were used to build it. Instantly verifiable.

Structured responses

Tables, lists, summaries, risk matrices: directly usable deliverables, not free-form text.

Ready to query your first Data Room?

The Smart Hub is available on every Kaliteq diagnostic from the first data collection.