Comment intelligence engine
Comment sections hold real firsthand experience — buried under noise, repetition and speculation. This engine separates the signal, scores it, and links every finding back to the exact comments behind it.
Public comments only, retrieved through official platform APIs.
Two thousand comments is a week of reading and a decision you still can't defend.
Spam, duplicates and jokes crowd out the handful of people who actually know.
A summary you can't trace back to the source is just another opinion.
Paste a YouTube link, connect your channel, or upload a comment export.
Say what you need to decide. Pick an objective so scoring matches intent.
Spam, duplicates and off-topic material are removed before anything is scored.
Each comment is scored on relevance, specificity, firsthand experience and usefulness.
An executive answer, ranked solutions, and every claim linked to its evidence.
Validate an idea against what people already said they struggle with.
Find the pain points and feature gaps buried in your own comment sections.
See the questions your audience keeps asking and nobody answered.
Separate firsthand accounts from speculation before you quote anything.