AI Visibility

Measuring Visibility in AI Answers

Measure impressions and citations, not only clicks. Four sources are dependable:

Counting AI crawler requests per user agent, busiest firstShell
grep -oE 'GPTBot|OAI-SearchBot|ChatGPT-User|ClaudeBot|Claude-User|PerplexityBot' \
  /var/log/nginx/access.log | sort | uniq -c | sort -rn

For assistants without publisher reports, ask a fixed set of real customer questions each month and record whether your pages are cited. Answers vary between runs, so track trends; commercial trackers automate this without any inside access to the models.

Start with the basics that serve every engine: server-render your content, keep crawlers you want unblocked, publish first-hand information others cannot copy, and review these reports every month.