Blog
News and updates about the platform
Why browser-first capture beats API surrogates for AI-SEO and GEO
The model API and the consumer product are not the same answer. If you monitor AI surfaces for GEO or brand safety, the gap between them is the whole story, and it's why we capture browser-first by default.
The Envelope: one contract for every AI surface
ChatGPT, Perplexity, Gemini, Copilot, Google AI, and Claude return wildly different shapes. The Envelope normalizes all of them into one stable, versioned contract, with provenance on every field.