TikTok comment analyzer: how AI comment analysis works

AI comment analysis is a button in the inspector after comments are collected. Below — how the breakdown is built, how it is billed, and how it differs from keyword search.

Where keyword search hits a ceiling

Searching by words works as long as you know what to look for. But people do not write from a dictionary: instead of "price" they write "is this expensive?", instead of "shipping" they ask "would it reach Gdansk?".

The more comments there are, the higher the chance of missing a question phrased in someone's own words. AI comment analysis groups meaning, not dictionary hits.

How the breakdown is built

  • Non-empty comments get a topic, an intent and a sentiment
  • A brief and 3–7 recommendations that jump to the comment
  • A focus line of up to 300 characters goes into the brief only
  • Watching labels only new ids and extends the previous snapshot

How the pack is charged

Collection is charged as before. AI is separate: 1 credit per 5 labelled texts, minimum 50 on the first full run. The same set again is free.

Before you start you see collected / empty / to analyse / charge / remaining after. If the pack is short, AI does not start.

What to switch on next

Save the post, turn on auto-refresh and “AI is watching”. The service analyses new comments and replies and writes when you should step in. The full scenario is in a separate post.

Frequently asked questions

What is TikTok comment analysis in Trendilens?

After you collect TikTok or Threads comments, run the analyzer: topics, intent, sentiment, a brief and recommendations that jump to the comment. It does not write replies for you.

Can I try AI comment analysis already?

Yes. After comments are collected, the inspector has a Run AI button. Watching turns on only after a complete run exists.

Does AI comment analysis work on Threads?

Yes. Same breakdown as TikTok: collect a Threads thread, then run AI. One workspace and one pack.

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