[rpruiz]

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).

[devarifhossain]

good points. Currently, I'm collecting user keywords, generating generic questions from them, and tracking the AI responses.

I believe we will iterate over time and add a better data pipeline in the future.