Product / Reliability

A reproducible history of every analysis.

See who asked, what ran, which data state was used, and how the answer changed before it reached the team.

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analysis.run

Capture each agent run

Vuon records prompt context, trigger source, actor, and execution events.

Review the working trail

SQL, validation feedback, snapshots, and revisions remain available.

Inspect

Explain what happened

Use the log to answer governance, quality, and stakeholder trust questions.

Resolve

Prompt, run, query, output

Track manual and automated agent runs in one place.

Preserve the identity and permissions used for each action.

Make high-stakes analysis reviewable after the fact.

Audit scope

Prompt, run, query, output

The record behind the answer

Audit logs make agentic analytics governable. They explain not only what the final answer said, but how it got there.

Run provenance

Capture trigger source, actor, workspace, and permissions for each run.

Query history

Keep generated SQL and execution state available for review.

Output trail

Show when an answer, report, or artifact was created, updated, or shared.

Built for enterprise review

Teams adopting AI for data need records that security, data leaders, and operators can all understand.

Scoped access

Connect runs to the credentials and policies used at execution time.

Change visibility

Compare edits to definitions, reports, and interpretation layers over time.

Incident context

When a number is questioned, reconstruct the path without relying on memory.

How it works

A clear path from context to action.

The same operating rhythm runs through the product: gather trusted context, show the work, then ship an output that can be reviewed.

Record