AI outcome assurance

Turn AI work into verified results.

Proofloop is being shaped to help teams define what success means, check outcomes against independent evidence, and keep recovery accountable.

In setup · First workflow in focus: ERP invoice reconciliation

Illustrative workflow

Invoice reconciliation

Concept
  1. 01

    Intent + policy

    Define the expected outcome

  2. 02

    Evidence

    Identify records to examine

  3. 03

    Independent check

    Compare outcome with intent

  4. 04

    Decision + record

    Recover by policy or review

A product direction, not a claim of a live ERP integration or deployed workflow.

The principle

Verify the real outcome. Keep people in control.

Evidence before confidence

The control loop

A completion message is not evidence.

The first workflow in focus is ERP invoice reconciliation. The intent is to verify the business result—not just the activity that led to it.

What counts as reconciled?

Set the expected state, specify supporting evidence, and decide in advance what may happen when the records do not agree.

  1. 01

    Set intent and policy

    Define the intended invoice outcome, the evidence needed to support it, and which actions are allowed.

    What must be true
  2. 02

    Gather relevant evidence

    Identify the invoice and business records that could establish whether the intended change took place.

    What can be observed
  3. 03

    Verify independently

    Compare the observed outcome with the original intent instead of treating an agent's completion message as proof.

    What the evidence supports
  4. 04

    Recover with people in control

    Classify a mismatch, then allow only policy-approved recovery. Hold for human review when the policy requires it.

    Retry · reconcile · review
  5. 05

    Keep an accountable record

    Retain the intended outcome, evidence, and decision in a signed record that can inform business outcome analysis.

    A traceable result

These steps describe the intended control model. They do not imply that ERP integrations or production capabilities are available today.

Beyond the task

Make outcomes easier to understand.

In the longer-term vision, signed outcome records could help teams understand reliability, cost, and savings—and create a stronger basis for assurance across companies.

A direction for Proofloop, not a current product claim

Proofloop is in setup

Start with the outcome that matters.

Discuss your invoice-reconciliation workflow, the evidence it depends on, and where human review should remain in the loop.

Join early access