Discover
Does your product surface without being named? When it appears, is its purpose understood?
INVOX / AI COMMERCE
Product discovery.
With evidence.
Understand where your products appear, how they are described and which sources sit alongside the recommendation.
Trace
Inspect the cited pages. Match the claims in the answer to the information in each source.
Improve
Identify a change we can control: product facts, use-case content or structured information.
Prove
Rerun the agreed benchmark. Report what changed, what didn’t and what remains uncertain.
A defined investigation.
A defensible next step.
We agree the product, market, shopper intents and AI environments. Then capture a baseline, inspect the evidence and identify merchant-controlled changes worth testing.
Diagnostics, implementation and follow-up testing are scoped to the engagement. No guaranteed placements, proprietary algorithm access or continuous-monitoring platform is implied.
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