Intelligent Attribution
AI-visibility diagnostic for publishers. Audit any URL for how AI assistants actually see it — bot accessibility, schema completeness, render risk, commerce paths, and live citation rates across ChatGPT, Claude, Perplexity, and Gemini.
Scan a publisher URL
Bot accessibility
Tests every major AI bot UA — training, search, user — against the publisher's edge. Shows declared (robots.txt) vs observed.
Commerce gaps
Detects empty-href Buy buttons and unpopulated Offer schema — the silent reasons your content can't be cited.
Live citation probes
Asks ChatGPT and Claude buyer-intent questions; surfaces who got cited, what was extracted, and where the affiliate path went.
Render risk
Measures the hydration gap between what humans see and what AI bots receive. Bots can't execute JavaScript; we tell you what they miss.