| Can ChatGPT search cite my website for buyer questions? | Awareness | A direct answer with caveats explaining that crawlability, usefulness, authority signals, and prompt variation affect citation behavior. | Indexable URLs, allowed crawlers, useful page answers, target prompts, observed citations, competitor cited URLs, and date-tested evidence. | Request a snapshot to test priority prompts against the live site. |
| What technical checks matter before optimizing for ChatGPT search? | Implementation | A technical readiness checklist for robots, sitemap, canonical tags, rendered HTML, status codes, schema, and blocked content. | Robots.txt rules, XML sitemap, canonical URLs, HTTP status codes, rendered content, JSON-LD validation, and indexability checks. | Audit the crawl path before rewriting pages. |
| How should ChatGPT search visibility be tracked over time? | Measurement | A measurement model combining repeat prompt tests, citation logging, referrer analysis, landing pages, and form submissions. | Prompt coverage, cited URLs, competitor citations, referrer data where available, landing page, conversion event, confidence label, and action log. | Set up monitoring before the next content release. |