What is AI run evidence?

The owner-visible record of a piece of AI work: what it checked, why it acted or held, what changed, what it cost, what it couldn't safely do, and what it learned. It's the audit trail that lets you trust — or correct — the work without watching every run.

Why does run evidence matter more than autonomy?

Because autonomy without evidence is just risk transfer. Evidence is how trust widens safely: you can see why the employee acted, catch a mistake, and only raise the trust on an action once the evidence has earned it.

Does Vavio have formal enterprise audit certifications?

Not yet — Vavio is pre-launch and has no formal compliance certifications like SOC 2. The honest proof today is the run evidence itself, which you can inspect for every run. If you need a certified enterprise audit right now, that's not something Vavio can prove yet.

How does evidence connect to the AI getting better?

When you correct the employee, the correction becomes a durable visible rule and the run evidence shows before/after proof of the same kind of work improving — so the improvement is something you can see, not just a claim.

Tools · Free tool · Work-evidence checklist

AI work-evidence checklist: what good run evidence looks like

Autonomy without evidence is just risk transfer. Good run evidence answers plain owner questions: what did it check, why did it act or hold, what changed, what did it cost, what couldn't it safely do, and what did it learn. Tick the evidence you'd need to trust an AI's work and this shows honestly how Vavio's run evidence maps — and its one honest limit.

Before you start

You can't trust work you can't see. Good run evidence is the audit trail that lets you widen an employee's trust safely — or catch when it got something wrong. These are the evidence elements worth demanding, each in plain owner terms.

Tick the evidence you'd need to trust an AI's work:

Your result

Tick the controls that matter to you above.

Two-sided by design

One honest limit: Vavio is pre-launch, so it has no formal enterprise compliance certifications (SOC 2 and the like) yet. If your requirement is a certified enterprise audit today, that's not something Vavio can prove — the honest proof is the run evidence you can inspect for yourself.

What is an AI employee?

See these controls in Vavio — start free

How this works

Read the evidence elements that make an AI's work trustworthy.
Tick the ones you'd need to see before you trust the work.
See how Vavio's run evidence maps to each element you picked.
Read the one honest limit, then take the matched next step.

Frequently asked questions

What is AI run evidence?: The owner-visible record of a piece of AI work: what it checked, why it acted or held, what changed, what it cost, what it couldn't safely do, and what it learned. It's the audit trail that lets you trust — or correct — the work without watching every run.
Why does run evidence matter more than autonomy?: Because autonomy without evidence is just risk transfer. Evidence is how trust widens safely: you can see why the employee acted, catch a mistake, and only raise the trust on an action once the evidence has earned it.
Does Vavio have formal enterprise audit certifications?: Not yet — Vavio is pre-launch and has no formal compliance certifications like SOC 2. The honest proof today is the run evidence itself, which you can inspect for every run. If you need a certified enterprise audit right now, that's not something Vavio can prove yet.
How does evidence connect to the AI getting better?: When you correct the employee, the correction becomes a durable visible rule and the run evidence shows before/after proof of the same kind of work improving — so the improvement is something you can see, not just a claim.

Keep reading

See these controls in a real employee

Brief your first AI employee, set trust per action, and see the held drafts and run evidence for yourself. Free to start — no card needed.

Start free — no card needed See how it works