Executive Brief — AI Shopping Readiness

Management decision

Recommended decision: run a bounded proof packet on one public ecommerce category, then decide whether remediation or monitoring is justified.

Commercial meaning

The audit identifies whether product, policy, trust, availability, and comparison signals are clear enough for AI-assisted buyers to understand and cite. The useful output is not a ranking claim; it is the remediation backlog and retest plan.

Top fixes shown in a packet

1. Answerability: clarify page purpose and product facts that are currently ambiguous.
2. Citation readiness: expose owner-authored policy and trust signals in stable, crawlable locations.
3. Purchase handoff: make exact product/category routes and dynamic-price caveats explicit.

Expected lift after fixes

• Cleaner summaries and fewer wrong-page inferences.
• Higher confidence routing to owner-approved product/category URLs.
• Better implementation focus because findings become tickets with acceptance checks.

What we are not claiming

• Not a live ChatGPT, Gemini, Claude, Perplexity, or Google AI ranking test.
• Not a traffic, revenue, or conversion guarantee.
• Not a merchant endorsement or commissioned statement.
• Not a full-catalog crawl unless scoped and approved.

Next step

Request a bounded async screen with one site/category URL. Full raw evidence packs are shared only after review for the intended recipient.