How are you tracking your product's visibility in AI search post-launch?
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Once a product launches on PH, most of us obsess over upvotes and comments but increasingly, people are discovering products through AI chat answers, not just search or PH itself.
Curious if any founders/marketers here are actively tracking how (or if) their product shows up when someone asks ChatGPT or Perplexity a relevant question. Is anyone doing this systematically, or is it still mostly guesswork?
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I would track a fixed set of buyer-intent prompts across ChatGPT and Perplexity, then record whether the product appears, where it ranks, and which sources are cited. Running the same prompts regularly makes changes easier to spot.
The harder part is separating genuine visibility gains from model variation. How are others handling that?
@adityaharish2002 Good breakdown. Do you run each prompt once per check, or multiple times to account for variance? Feels like a single run could easily mislead if a brand appearing 6/10 times vs 2/10 tells a very different story than a one-off yes/no.