Answerability
Can pages answer buyer questions without forcing a human or agent to infer missing facts?
Citation readiness
Are product, policy, trust, and availability signals clear enough to cite and compare?
Actionable remediation
Findings become owner-assigned tickets, retest checks, and safe starter templates.
Public-safe sample pack
This sample demonstrates the artifact quality buyers should expect before paying. It includes management summary, full audit, screenshots, remediation tickets, and machine-readable evidence.
Guardrail: the sample is an independent public-data audit artifact. It does not imply merchant endorsement, live AI ranking, legal/compliance certification, or guaranteed traffic lift.
What the audit delivers
Evidence capture
Bounded crawl, page extraction, structured-data review, browser screenshots, and method-labeled AI visibility checks where approved.
Decision brief
Executive summary, commercial meaning, top fixes, expected lift path, guardrails, and next approval gate.
Remediation pack
Implementation tickets, retest checklist, llms.txt starter, platform readiness notes, and before/after delta template.
Optional monitoring
Monthly drift checks for priority categories/products after the first audit proves value.
Early-access pricing hypothesis
Final quotes depend on scope, catalog size, approved data sources, and whether implementation support is included.
Starter proof packet
One ecommerce site/category, scorecard, evidence, top remediation tickets, retest plan.
Value pack
Full audit + remediation backlog + benchmark-ready evidence + implementation roadmap.
Monitoring
Recurring category/product checks, drift alerts, updated evidence report.
Request early access
Temporary launch page. To keep this low-interaction, send a short written request with your site, priority category, and whether you are a brand or agency.
| Good fit | Product/catalog pages, ecommerce search, comparison-heavy categories. |
|---|---|
| Not fit yet | Login-only stores, claims-heavy regulated categories, or projects requiring live calls to explain value. |
FAQ
Is this SEO?
Adjacent, but narrower. The audit focuses on whether AI-assisted buyers and answer engines can extract, cite, compare, and safely route product information.
Do you guarantee ChatGPT or Google AI visibility?
No. We provide evidence, readiness scoring, and remediation. Any live AI-surface checks are method-labeled point-in-time spot checks, not ranking guarantees.
Can agencies white-label this?
Yes, after one or two scoped pilots prove delivery quality and support load.
What data do you need?
For the starter packet, public URLs are usually enough. Permissioned feeds, analytics, or admin exports can improve accuracy but are optional and approval-gated.