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Axional BI · Governed AI Assistance

Natural-language analysis — inside the customer's permission perimeter.

Ask the engine a question in natural language. The answer is a query against the live ledger, executed under the user's role, explainable in terms of the data accessed and the assumptions applied. No AI shortcut around access control; no hallucination because the answer is data, not prose.

Natural-language input

*Show me revenue by region this quarter, year-on-year.* The question becomes a structured query; the result is data, not prose.

Access-perimeter respect

Queries execute under the asking user's role. The AI cannot show data the user could not access through the regular surface.

Explainable result

Every answer carries the query the engine ran, the dimensions accessed and the assumptions applied. The user can verify and adjust.

Audit-trailed

Every AI-driven query journalled — input, generated query, result snapshot. The compliance review of AI use is a query against the audit trail.

What the AI assistance surface covers

Question to query

Natural-language input parsed into a structured query against the engine's metadata. The translation is explicit and reviewable.

Permission boundary

The user's role drives what the AI can access. The AI is not a back door; it is a more natural front door to the same data.

Explainability

The query the AI generated is shown to the user. The dimensions queried, the filters applied, the time range — all transparent.

Iteration

Refinement through follow-up: *narrow that to Europe; exclude returns; compare to the prior year* — each refinement composes onto the prior query.

Output formats

Tables, charts, downloadable reports. The AI proposes; the user accepts or refines.

Audit and compliance

Every AI interaction journalled with user, prompt, generated query, result snapshot. The compliance review is data, not screen-shot trust.

Why "governed" is the key word

Generic AI assistants pose a tension for enterprise data: they need broad access to give useful answers, and broad access undoes the role-based controls that exist for good reasons. The compromise — give the AI a privileged service account — moves the access perimeter from the user to the AI, and breaks the audit story.

Axional's AI assistance runs under the user's identity. The AI is a translator between natural language and the engine's query layer; the access-control layer underneath is unchanged. The user can ask anything; the AI can answer only what the user could ask through the regular surface. The audit story stays intact.

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