Review Insight · Reader Insights

Comment Analysis: Know What Your Comments Are Saying in 30 Seconds

Reading dozens of comments one by one takes forever. Get a sentiment breakdown, flashpoints with readers' exact words, tiered drop-off warnings, and next-chapter suggestions all at once—don't wait until subscribers start leaving to find out what readers are upset about.

Analysis areas 5 sentiment / flashpoints / drop-off / fixes / praise
Per run 8000 characters of comments
Drop-off signals 3 warning levels
Quotes sourced from Your original text never made up
how to analyze negative reader commentssigns readers are about to drop a bookwhy am I losing subscribersreader comment sentiment analysiswhat to change in the next chapter

The interactive tool is right on this page

Once your browser finishes loading, you'll land right in the working Comment Analyzer Lite input and results area.

How it works · Done in three steps

From paste to done, in three steps

01 · Copy your comments

Select and copy the comments on this chapter or the last few (200–8,000 characters). Thread numbers are fine, too.

02 · Pick a genre for context

Genre helps us read the tone—“it hurt so good” is high praise in an angst-heavy story.

03 · Adjust using the suggestions

Each flashpoint comes with the reader's own words, so you can pinpoint the issue. When drop-off risk is high, address it in the same chapter.

Features · Highlights

Not window dressing — tools built around how writers actually work

Sentiment Breakdown

See the split between positive, negative, and neutral comments at a glance.

Flashpoints, Quoted

Every flashpoint includes the reader's exact words, pulled only from the text you pasted.

Drop-off Warnings

“I'm done / unsubscribing” is high risk, “I can't get through this” is medium—triaged by severity.

Next-Chapter Suggestions

3–5 concrete changes you can actually make.

Praise Worth Keeping

We flag the points readers keep praising, so you don't accidentally break what's working.

Lightweight Fallback

At peak times, we automatically switch to stats mode, so you still get results without interruption.

FAQ · Frequently asked questions

What to get clear before you start

What format do the comments need to be in?

None at all. Just select all and paste your comment section—thread numbers, timestamps, and usernames are all fine.

Can I trust the quoted comments?

Yes. Flashpoint quotes are required to come from the text you pasted and are never invented. If your input doesn't look like comments, we'll tell you so.

How are drop-off signals graded?

An explicit “I'm dropping this / unsubscribing” is high; “I can't get through this / this is putting me off” is medium; “a bit boring” is low. Address high-risk signals in the same chapter.

Can I track trends across chapters?

The lite version analyzes one batch of comments at a time. Sign in to save your analysis history; trend tracking is planned.

Will my comments be saved?

No. They're never stored or used for training, and are discarded as soon as the analysis is done.

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