A sample video report: content type, hook and caption scores, brand-safety assessment and detected brands.
Begin with the question
A report is more useful when it helps answer a defined question. Did creators explain the product clearly? Which formats made room for a demonstration? What did people ask in the comments? Choose questions your available content can actually help address.
Separate these from questions requiring other evidence, such as whether the campaign caused an increase in sales. Content analysis alone cannot establish that causal link.
Connect the observation with its source
When you describe a recurring theme, format or brand mention, link to the relevant posts. For a point about a video, note the time where it appears. Record how many videos you reviewed and the period they cover. A colleague should be able to check whether the observation recurs across the sample or comes from one post.
Treat an automated summary as a useful starting point for review. Check important conclusions against the original material, particularly where wording or visual context changes the meaning.
Read the conversation, not just the label
Sentiment labels can help organize comments, but the underlying language matters. A joke, a question or criticism of an unrelated subject can be easy to misread. Distinguish reactions to the brand from reactions to the creator or the topic.
A small comment sample should stay a small comment sample in the report. It does not automatically represent everyone who viewed the content.
End with a decision to test
Turn the review into a practical next step. For example, if comments repeatedly ask how a garment fits, test a video that shows the fit from different angles and explains the sizing. Link to the comments that prompted the idea.
Before the next campaign, decide what you will review: whether the video answers the sizing question clearly and whether that question keeps appearing in the new comments. Record the sample and period again. The result can guide the next revision; it cannot guarantee that the same approach will work for another creator or audience.