Prove the lift came from your fix
Attribute visibility gains to the specific action that caused them.
Tie every point of share-of-voice growth back to a deployed change, with linked to source evidence.
- Prove lift back to the exact change that caused it
- Defend GEO spend with linked to source evidence
- Report board-ready numbers, not vanity rankings
Attributable to action reporting
Reports are built for executives: each gain is tied to a deployed action, not a vanity ranking.
Lift per action
See exactly how much share-of-voice each fix produced, so budget follows proof.
Linked to source evidence
Every number links back to the real answer that shifted, so the proof survives scrutiny.
How validation works
We measure before and after with paired prompt sets, then report the delta with confidence.
- 01
Baseline
Capture share-of-voice on your key prompts before the change ships.
- 02
Measure after
Re-run the same paired prompts and compare the treated vs. control answer.
- 03
Report the delta
Lift is shown with confidence intervals and linked to the deploying change.
Explore
With confidence intervals.
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