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Verified Outcomes

Closing a finding should mean the system changed — not that an instruction was sent. This is the difference between a remediation report and a remediation record.

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Stage 1 of 5
aribot · Innovation Preview1 of 3 areas
AreasToday vs nextWhere to see itUnder NDA

Each area is described by what changes for you. How it is done is covered under NDA.

Verified outcomes
observable outcome

What tools do today

A fix is reported done when the instruction was sent.

What you get instead

A finding closes only after the resource has been re-read and agrees.

Concrete example

Bucket re-read after the change: public access blocked → finding closed

Already visible in the shipped product: /demos/ai-remediation

Useryou do this step

Pick a finding

GOES IN

An open finding

COMES OUT

working…

ILLUSTRATIVE SEED DATA — NOT CUSTOMER DATA

1 finding, 46 resources

Run log
t+0.0s [User] Pick a finding
working on: An open finding

The problem

Remediation tooling reports success when it dispatches the change. If the change then fails in the target system, nothing notices: the ticket closes, the finding disappears, and the risk is still there.
Auditors ask what changed and when. Most teams can produce a list of attempts, not a list of confirmed states, and the two are only the same on a good day.
Because failure is silent, the backlog looks like it is shrinking while the estate is not improving. Leadership acts on the first number and inherits the second.

What Aribot does

  • A finding closes only when the affected system has been re-checked and agrees.
  • Where a check is not possible, the record says unverified and stays open. Silence is never promoted to success.
  • The evidence is kept in a form you can hand to an auditor without re-assembling it later.
  • Applies to changes made through the platform and to changes made elsewhere, so the record is complete rather than partial.

In the product

  1. 1
    Pick a finding
    In: An open finding. Out: A proposed change.
  2. 2
    Approve it
    In: The proposal. Out: Decision on record.
  3. 3
    Change is made
    In: Approved change. Out: Change applied.
  4. 4
    Re-check the system
    In: The changed system. Out: Confirmed or not.
  5. 5
    Close, or keep open
    In: Check result. Out: Closed only if confirmed.
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Why teams use this

Use cases and case studies

Use case

Close a finding only when the system confirms it

A finding stays open until the affected system has been re-checked and agrees, so your remediation record lists confirmed changes.

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Case study · Self-healing · Customer zero

Two out of three fixes never touched production

49 of 73
remediation runs that were dry runs only, February to September 2026
8
live fixes applied and then verified against the resource

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