Pixel the SEO CatAI assistant · typically instant
The comparison layer exists whether you participate or not: review sites, affiliates, and competitors are already supplying the retrieval pool with their framing of your product. Honest comparison pages with real specifics, pricing, limits, integrations, a verdict per use case, get retrieved constantly because they answer the prompt as asked.
Buyers now ask AI to shortlist vendors before they ever hit a SERP. Interview recent customers for their literal prompts, run them monthly across platforms, and log who gets named; absence from shortlist prompts is the most expensive invisibility there is.
Alternative-to and X vs Y pages map exactly to how buyers prompt. Written with real specifics, pricing, limits, integrations, they get retrieved constantly and set the frame for every answer about your category.
GPTBot, ClaudeBot, PerplexityBot, and Google-Extended cannot cite what they cannot read. Audit robots.txt and CDN rules for all the current agents, then confirm in server logs that they actually crawl.
This exact method ships inside our client engagements at $45/hr, estimate in writing first.
Start a ProjectBuyers ask AI to define the problem, shortlist vendors, and sanity-check pricing. Each stage retrieves different content.
If it is not measured, it is a vibe. These six numbers turn AI search into a line chart leadership can act on.
Most high-intent searches now end in an extracted answer, not a click. AEO is the discipline of being that answer.