Research & insights
Original research on how ChatGPT, Gemini, Claude, and Perplexity choose which local-business pages to cite — plus operator-grade playbooks you can ship this week.
After grading 10,000 ChatGPT answers across 50 local-service categories, 4 page-level patterns predicted citation rate better than any backlink metric.
Read the study →We served both files to GPTBot, ClaudeBot, and PerplexityBot for 30 days. Here's the fetch ratio and what each crawler actually consumed.
Read the study →Where the playbooks overlap, where they diverge, and the 6 things every local business should do this quarter.
Read the study →We audited the top 3 results for 300 'service in city' queries. These 12 elements showed up in 80%+ of winners.
Read the study →