Reading the comments: questions, complaints and buying signals

Comments tell you what the video did not. Sort them into questions, complaints and buying signals before you call a campaign a success.

A video can look on-brief and still fail in the comments. People ask for the shade name, complain about a claim, or say they already bought it. Those are different signals, and they should not share a sentiment score.

Three lanes, not one score

Questions mean the brief left something out. Complaints mean a claim or a product problem is already public. Buying signals mean the video is doing commercial work, even if reach is small.

Read them against the brief

If the brief required a shade name and the top comments ask for it, the video did not pass. The comments are the second check, not a vanity metric.

How we know this

These notes come from building Noodle4’s review and listening pipelines, not from a published academic sample. Cost curves, intent splits, and ASR collisions are from internal R&D and client-shaped tests. They will not match every category. We include them because the failure mode is structural — not because one campaign is universal.

We build Noodle4 to help brands and agencies review content, watch creators and report on results.