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We are building the trust layer for AI data work.

Vuon exists because the bottleneck in analytics is no longer writing SQL. It is knowing whether the answer is grounded enough to act on.

analysis.run

Start from the decision

The product begins with the business question someone needs to answer.

Use trusted context

The agent works against warehouse data, definitions, docs, and code.

Ground

Ship a verifiable output

The result is an answer, report, or artifact that a team can act on.

Publish
Trust precedes cleverness
Agents can do the technical translation, but humans still decide.
The product centers answers, reports, and artifacts as published work.
Every output needs enough context to survive outside the app.

Company belief

Trust precedes cleverness

Why Vuon

Legacy BI assumed analysts author and everyone else consumes. AI changes that boundary, but only if the generated work can be trusted.

For operators

Ask the business question directly and receive an answer that carries its source context.

For analysts

Define the data foundation, review high-stakes work, and scale expertise through agents.

For teams

Share published analysis that remains legible after it leaves the author.

What we refuse

Vuon is not a prettier dashboard grid and not a chat box that hides the work. The interface is built around deliverables and verification.

No black-box answers

Reasoning, SQL, definitions, and snapshots should be visible when they matter.

No dashboard as default

Answers, reports, and artifacts each fit different questions.

No analyst replacement theater

The system should amplify judgment, not pretend judgment is unnecessary.

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.

Question

Start from the decision

The product begins with the business question someone needs to answer.

Ground

Use trusted context

The agent works against warehouse data, definitions, docs, and code.

Publish

Ship a verifiable output

The result is an answer, report, or artifact that a team can act on.

Next step

See how Vuon fits your data workflow.