Kivo

Review claims before AI output moves forward.

Kivo turns captured AI outputs into atomic claims, source spans, and an evidence-backed review brief for human judgment.

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Evidence first

Every observation links to claims and sources.

Audit ready

Verifier metadata and request IDs stored.

Human in control

Reviewers make the decisions.

Review brief

Gate verdict:needs review
Unsupported claims3
Source coverage82%

Unsupported claims

C-014The refund window is 60 days from purchase.No supporting source
C-019Free returns are available for all international orders.No supporting source
C-021Premium members receive a 3-year warranty.No supporting source

Citation issues

C-007Cites Policy v2 (Source 3), but Source 3 does not support this claim.Citation mismatch
C-011Cites Source 5, which was not provided.Citation missing

Source spans

S-08Refunds are available within 30 days of delivery. Returns Policy v2.Supports C-002
S-12Warranties on hardware products last 1 year. Hardware Warranty Guide.Supports C-018

AI output

C-014 extracted
C-019 extracted
C-021 extracted

Find the claims reviewers miss.

Break long AI output into checkable claims with IDs and source context.

  • Facts and citations separated
  • Offsets kept for inspection
C-014No supporting source
C-007Citation mismatch
S-08Supports C-002

Show what the sources support.

Put the evidence beside the claim so reviewers can judge quickly.

  • Source spans beside claims
  • Unsupported claims stay visible

Review brief

needs review

Give reviewers the brief.

Turn verification results into a focused review brief, not a log dump.

  • Issues grouped by risk
  • Claim and source IDs preserved
1allow
2review
3repair
4block

Route risky outputs before they ship.

Send uncertain work to people before it reaches a downstream workflow.

  • Allow, review, repair, or block
  • Humans keep final authority

How it works

A simple flow that keeps humans in control.

1

Capture

Import the AI output and its supplied sources.

2

Extract

Split the output into atomic claims.

3

Verify

Check each claim against source spans.

4

Review

Humans decide what moves forward.

Developer-first by design

Clean APIs, webhooks, and comprehensive docs to integrate Kivo into your existing workflows.