OutcomeRecon
Independent AI outcome verification
01 / Independent verification

Your AI vendor measures its own success.

OutcomeRecon independently reconstructs billed AI outcomes against what actually happened after the claimed result — so finance and operations teams can verify what was truly resolved, attributed, and worth paying for.

The vendor does the work.The vendor measures the work.The vendor bills the work.We verify it.
Request a free pilotSee the method
Pilot design100–500 outcomes · redacted exports accepted · no production credentials required
01 / 03
02 / The method

Reconstruct the result. Not the story.

We compare the vendor’s billed outcome with the actual sequence of events around it. The first pilot is deliberately narrow: exported data, measurable tests, and conclusions an operator can act on.

Input
Outcome export
Linked outcome records and the minimum conversation or event history needed to test them.
Signals
5 core tests
Repeat contact, reopen, escalation, overlap/duplication, and contradictory downstream events.
Access
No credentials
Pilot review is built around exported, redacted data rather than direct access to production systems.
Output
1 audit memo
Clear findings, caveats, and next steps for finance, support operations, or vendor discussion.
Stage 01
Define the billable unit
We pin down exactly what the vendor counts as a successful paid outcome and the fields needed to test it.
Stage 02
Rebuild the event path
Each sampled outcome is checked against the actual sequence before and after the claimed result.
Stage 03
Flag economic weak points
We isolate results that appear duplicated, short-lived, escalated, reopened, or otherwise questionable.
Stage 04
Deliver a serious review
You receive a compact evidence-based memo designed for internal review or a vendor conversation — not a generic AI dashboard.
03 / Pilot

Start small. Verify real data.

The initial review is designed to answer one question quickly: is independent outcome verification economically useful for your team?

Sample size100–500 outcomes

Large enough to expose repeatable patterns without requiring a full integration.

AccessExported data only

No admin passwords or production credentials required for the initial review.

PrivacyRedaction accepted

Customer names, emails, payment details, and unrelated sensitive fields can be removed.

Initial reviewNo fixed fee

The first pilot is structured to test the methodology before discussing a broader engagement.

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