AI thread analysis

Read the room, not all 12,000 comments

Load a public Instagram thread and get a structured report: the overall mood, the questions people keep asking, the themes worth replying to and the comments other people agreed with. Built for large threads you cannot read manually.

  • No login required
  • Public posts only
  • Ready in minutes

Analyze a thread

Paste a public Instagram post, Reel or IGTV link. We check the thread and show the price before anything is charged.

Public posts only. No login required. The analyzer downloads the thread separately from the giveaway picker.

£0.00 one-off

You get sentiment, questions, themes, most-agreed comments and a per-comment export. One free re-analysis is included.

How it works

Three steps from a link to a report you can act on today.

1 Paste the post link

Any public post, Reel or IGTV video with comments enabled works. No login, no extension.

2 We load the thread

The comments are harvested separately from the giveaway picker and treated as untrusted text.

3 Read the report

Sentiment, themes, questions, agreement and moderation flags arrive in a filterable report.

What the report includes

Everything below is included in one analysis, for the whole thread.

Sentiment

Raw mood plus an engagement-weighted view, so you can see whether the loudest comments match the majority.

Questions

Grouped questions with examples and a suggested answer direction, instead of scrolling for question marks.

Themes

What people keep talking about, ranked by volume, with representative comments.

Agreement

Comments ranked by likes plus the replies they attracted, with reply coverage shown honestly.

Pain points and actions

Recurring complaints and prioritised suggestions for what to answer or fix first.

Moderation flags

Abusive, dangerous, sexual and profane comments surfaced with examples, ready for a human review.

Translations (coming soon)

Read comments in English, then switch back to the original text, when translation is enabled.

CSV and JSON export

Take every classified comment with its sentiment, importance and tags into your own tools.

Simple one-off pricing

£4.99 base price

The base price includes 1000 comments, then £1.50 per extra 1,000. The price is capped at the loader's maximum thread size. No subscription and one free re-analysis is included.

Privacy by default

Comments are analyzed as untrusted text. Usernames are not sent to the model and are not stored in the analysis snapshot.

Only public posts can be read. If a post is private or has comments disabled, you are told before you pay.

FAQ

Thread analysis questions

What is Instagram thread analysis?

Instagram thread analysis reads a public comment thread and summarises it for you: the overall sentiment, the questions people keep asking, the themes that come up most often and the comments other people agreed with. Instead of scrolling through thousands of comments, you get a structured report you can act on.

How do I analyze an Instagram comment thread?

Paste the link to any public Instagram post, Reel or IGTV video into the box at the top of this page. We load the visible comments, show you the price, and start the analysis once payment is confirmed. The report is ready in minutes and refreshes automatically while it runs.

Do I need to log in or share my Instagram password?

No. Thread analysis works with public posts only and never asks for your username, password or any Instagram login. You paste a link, we read the comments that are already public, and nothing is installed on your device.

What does the thread analysis report include?

Every report includes an overall summary and vibe, positive, negative, mixed and neutral sentiment, the themes driving the conversation, recurring questions with a suggested answer direction, the most-agreed comments with their top replies, moderation flags, and a filterable browser for every classified comment.

Can I export the analysis results?

Yes. Completed reports can be downloaded as PDF or as JSON for your own tools. The JSON includes everything that is on the report page in JSON format.

How much does a thread analysis cost?

Pricing is a single one-off payment based on the number of comments, with no subscription. The base price covers the first batch of comments, then a small charge applies per extra 1,000 comments, and the total is capped at the maximum thread size.

Are the comments and report stored?

Reports are kept for two days and then deleted together with the harvested thread. Comments are treated as untrusted text, usernames are not sent to the analysis model and are not stored in the report snapshot.

Does thread analysis work on private accounts or posts with comments turned off?

No. Only public posts with comments enabled can be analyzed. If a post is private or has comments disabled, the tool will tell you before you pay.

Start with the thread you keep putting off

Paste the link, check the price and let the report do the reading. You can keep using the giveaway picker for draws as usual.

Analyze a thread

Looking for something else? Try the Instagram comment picker, browse the FAQ or read the blog.