What makes this methodology different
Most AI visibility tools run synthetic prompts and show you a score. We go deeper. We diagnose the root cause, test how stable positions actually are, and tell you exactly what to change.
We test real buyer queries, not synthetic prompts
50+ queries across 6 categories: generic, use-case, competitor, buying-intent, adversarial. Every response captured verbatim across ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI Overviews.
We trace citations to their source
Every citation is classified by type, independence, and influence weight. We identify the 3-5 sources that actually drive recommendations in your category. Most companies are invisible on these sources and don't know it.
We separate what AI knows from what it finds
AI has two systems: training data and real-time search. Your visibility gap could be a content problem or a reputation problem. The fix is different for each. We test both separately so you know where to invest.
We stress-test competitor positions
Some competitors look dominant but collapse under scrutiny. Others hold position across every variation. We tell you where displacement is feasible and where it's not worth the investment.
The best proof of rigor is the output.
See an anonymized sample report with real findings, real citations, and a real engineering playbook.
Ready to see what AI says about your brand?
Start with a free visibility check or talk to us about a full intelligence report.