Category visibility in AI answers
Challenge: A mid-market project-management SaaS had strong SEO but zero visibility into what ChatGPT recommended when buyers asked “best tools for remote teams.”
Metis workflow: Daily probes on category prompts across ChatGPT and Perplexity revealed competitors were cited 3× more often. The knowledge graph surfaced missing product differentiators. Content Agent generated GEO-scored comparison pages; knowledge sites published structured entity data on their domain.
Outcome (example): Weighted visibility rose from 42 to 60 over 8 weeks; citation rate on branded prompts increased 2.4× in the next probe cycle.