AI answers are ephemeral, often user-specific, and influenced by changing models. Unlike traditional SEO. That makes measurement tricky and potentially brittle. Curious how you’re tackling that technically and whether there’s a sustainable data pipeline behind it.
If you’re aiming to be the “Ahrefs of AI,” think carefully about where defensibility can come from: data access, UX, integrations, or use case specificity (e.g., brand monitoring vs. keyword rank).
If you’re aiming to be the “Ahrefs of AI,” think carefully about where defensibility can come from: data access, UX, integrations, or use case specificity (e.g., brand monitoring vs. keyword rank).