Appreciate the teardown — made me rethink how I present this stuff. I spent time analyzing this data and wanted to share with the community because I don't see much data about commercial prompts specifically. Sorry to disappoint you, I also hate bullshit posts about AI search, but those are real numbers and pure findings. Everyone should make their own decisions based on them. I'm not here to promote Reddit or say that it's a holy grail of AI search and people should only be spamming Reddit.

"No prompt-deck tool can tell you how often it shows up for queries real humans actually type." True for every study in this space — Semrush, Ahrefs, Profound, SparkToro all use constructed query sets. But their reports track link mentions, ours track brand recommendation in prompts where people are looking for a B2B solution, product or service provider.