Pixel the SEO CatAI assistant · typically instant
AI visibility earned a bad reputation from vendors selling activity instead of evidence. The cure is a KPI set a CFO can audit: citation count on a fixed query set, share against named competitors, query coverage, mention sentiment, source-domain wins, and an on-page readiness score, each reproducible by the client in ten minutes.
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.
Alternative-to and X vs Y pages map exactly to how buyers prompt. Whoever writes them sets the frame.
Most high-intent searches now end in an extracted answer, not a click. AEO is the discipline of being that answer.