
Gap Mapping
Identify which user questions, locations, and conversation flows drop your brand or position you incorrectly.


Whitebox Agentic GEO generates and ships the fixes that change AI outcomes in your favor
Agentic GEO
Customers meet your brand through AI before they ever reach your site. The model sets the story. It shapes relevance, trust, and intent long before you get a chance to speak. If you can't see how the LLM interprets your story, you can't control the outcome.
Whitebox helps CMOs control their brand's narrative and win across every AI interaction. We are the science layer that connects AI perception to your brand strategy, moving you past guesswork to scientific clarity.

Identify which user questions, locations, and conversation flows drop your brand or position you incorrectly.

Get specific sections, page additions, and structured data to close gaps. Built from your brand voice, optimized for model behavior.

Test every change against real AI platforms before launch. Know which edits move results and which don't.
Built for an AI Era
The old way tells you where
you rank. Whitebox shows
why and how.