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AI Visibility Diagnostic

See what AI engines actually show buyers about your category.

A human-verified, bounded diagnostic of how your brand, competitors, and evidence appear across an agreed set of AI engines using current web subscriptions. We analyze 20+ priority pages and turn the findings into a practical visibility roadmap.

Book 40-Minute Qualification Call
What We Test

Evidence, not a dashboard screenshot.

Automated rank trackers can show a number without showing whether the answer is accurate, attributable, or useful in a buying decision. Every material finding in this diagnostic is checked by a person.

01 / QUERY SET

Buyer questions

We agree on a bounded set of category, comparison, alternative, use-case, and risk questions before testing begins.

02 / ENGINE SET

Multi-engine testing

We test the agreed engines through the web subscriptions available for the engagement and document the exact testing conditions.

03 / PAGE SET

20+ priority pages

We inspect the pages that should supply product facts, comparisons, proof, constraints, and decision-stage evidence.

04 / VERIFICATION

Human review

Mentions, citations, source quality, answer accuracy, and competitor displacement are manually verified and captured.

05 / DIAGNOSIS

Visibility gaps

We separate page-structure problems from authority, coverage, positioning, and third-party source problems.

06 / PRIORITY

Action roadmap

Recommendations are ordered by buyer relevance, likely visibility impact, implementation effort, and evidence confidence.

Bounded by Design

A defensible diagnostic, not a universal visibility score.

AI answers vary by engine, account, model, location, time, and interface. We make the scope explicit so your team can interpret the evidence correctly and repeat the test later.

  • Agreed buyer-query set and competitor set
  • Agreed AI-engine set available through current web subscriptions
  • Documented test dates, interfaces, and relevant account conditions
  • Human verification of material mentions and citations
  • No claim of exhaustive monitoring, API parity, or permanent rankings
  • No guarantee that a future answer will reproduce a tested result
Deliverables

What your team receives.

  • Executive summary of category-level AI visibility
  • Human-verified engine and query evidence matrix
  • Analysis of 20+ priority pages
  • Brand, competitor, mention, and citation-gap findings
  • Page-level structural and evidence recommendations
  • Prioritized 90-day visibility roadmap
  • Testing-method and scope documentation
Two-Week Timeline

From scope lock to decision-ready findings.

Week 1

Scope and evidence collection

Confirm pages, buyer questions, engines, and competitors. Run bounded web-subscription tests, capture results, and manually verify material mentions and citations.

Week 2

Diagnosis and presentation

Connect answer-level evidence to page and source gaps, prioritize the roadmap, deliver the diagnostic, and present findings in the 90-minute team session.

Qualification

Confirm the diagnostic fits the decision you need to make.

The 40-minute qualification call confirms your category, page set, query boundaries, engine access, stakeholders, and timeline before an engagement is proposed.

Book 40-Minute Qualification Call