Attribution.
Open Attribution. when the decision has moved toward the closest marketing service, proof, or next page.
Stan Consulting · Marketing Atlas · Case Files · AI Search Cluster
AI Search.
Updated May 2026 · AI-search case files · written marketing audit
Case files on brands invisible to AI answer engines. Pages exist. Entities do not. Why the answer never names the brand.
Marketing Audit bridge
Business implication.
Reference use: AI search, answer engines, or citation surfaces do not understand or recommend the business cleanly. Qualified buyers may compare options without seeing enough trust, proof, or entity clarity. Keep this as an authority reference, then use the route table to decide the next check.
| Concept signal | Business problem | Next checks | Next route |
|---|---|---|---|
| Symptom match | AI search, answer engines, or citation surfaces do not understand or recommend the business cleanly. | Compare the concept to the visible business symptom before changing the channel, page, or budget. | Open the problem |
| Proof need | The idea needs evidence before it becomes a work order. | Review the closest proof file for the same failure pattern. | Review proof |
| Execution lane | The failing layer appears specific enough to scope work. | Use the service route only when the constraint is named. | See service |
| Unknown layer | The account, site, offer, tracking, or follow-up path may still be the leak. | Get the written marketing audit before another rebuild, retainer, or budget increase. | Get marketing audit |
Case Files in this cluster.
Composite · AI Search
The Brand With Pages And No Entity.
Composite. Hundreds of indexed pages, zero recognition by AI answer engines. The structural decomposition of how a brand can publish for years and still not exist as an entity.
Open the Case File →Composite · AI Search
Google Found It. AI Could Not Explain It.
Composite. A site that ranks on Google for category queries and gets summarized incorrectly by ChatGPT, Perplexity, and Google AI Overviews. The decomposition of why retrieval and explanation are different jobs.
Open the Case File →Have a case that looks like one of these.
The marketing audit checks the operating account, not the brief. Three hours, written deliverable, the structural decomposition of where the spend actually went.
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