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BeyondComments.io

X (Twitter) reply analyzer

Make sense of your
X replies.

Paste a public X (Twitter) post link. BeyondComments sorts the replies into what people are asking for, how they feel, and which replies deserve an answer.

Report type

What you get: a report like this one

A real BeyondComments X reply analysis report: 317 replies analyzed, sentiment and agreement, a demand brief of what people asked to be built, and what to commit to.
Real full report on "What are your thoughts on the Claude desktop app?" · 317 replies analyzed · names hidden · See what each section means

In plain terms

What is an X (Twitter) reply analyzer?

An X reply analyzer collects the replies to a public X (Twitter) post and uses AI to turn them into a structured report. BeyondComments ranks the requests people make, measures sentiment, and pulls out questions, pushback, objections, and buying signals.

It works on one post at a time, including posts you didn't write. Use it on a launch, a “what should we build?” thread, or a competitor's announcement.

At a glanceBeyondComments
Works with
Any public X post with accessible replies, including posts you didn't write. YouTube videos too.
Scope
The replies to one post. Not quote posts, the rest of a thread, or every mention of an account.
Free report
Up to 50 replies, three reports a day. Summary, top topics, and audience mood.
Full report
Up to 5,000 replies. Every section, report chat, and PDF export.
Pricing
2 credits per reply. The $5 pack (10,000 credits) covers 5,000 replies. Credits last 12 months.
Setup
Sign in with Google. No X account connection, and no card for free reports.
Report languages
EnglishEspañolPortuguêsहिन्दीРусский日本語Françaisالعربيةفارسی

How it works

Watch a reply thread turn into a roadmap.

This walkthrough uses a real full report on a public product-feedback post: 1,000 of 5,383 replies analyzed.

X post link
x.com/thsottiaux/status/2094293190945976638
Free report50 repliesFull reportUp to 5,000
Analyze free

What's in the report

One report that adapts to the post.

The tiles below come from one real full report on a product-feedback post. Free reports include the tiles marked Free; full reports open the rest.

Real full reportWhat should we ship next week?1,000 of 5,383 replies analyzed · author names hidden

View original post

Posts that ask for feedback

“What should we build next?”, feature votes, and requests for product input.

  • Ranked requested features
  • Pain points
  • How people use it
  • Objections and blockers
  • Competitor mentions
  • Willingness to pay
  • Reply drafts
  • Follow-up questions

Everything else

Launches, announcements, opinions, and news.

  • Questions to answer
  • Pushback
  • Useful criticism
  • Buying and collab signals
  • Follow-up ideas
  • What resonated
  • Reply drafts
  • Reply angles

You don't pick the mode. BeyondComments reads the post and a sample of its replies, then chooses the report that fits.

Free

Demand brief

A plain-English summary of what the replies are asking for, written in the report language you choose.

More capability. Fewer interruptions.Replies concentrate on model upgrades, desktop memory and disk usage, and the five-hour usage limit. The report separates feature requests from workflow problems, objections, competitor comparisons, and explicit interest in paying.
Free

Mood and agreement

Positive, neutral, and negative sentiment across the replies. Full reports add agreement and thread health.

Positive
12%
Neutral
60%
Negative
28%
Free

Ranked requests

The distinct asks, counted and ranked by how many people raised them.

  1. Next-generation model117
  2. Desktop RAM and disk usage104
  3. Remove or toggle five-hour limit90
  4. Usage resets and banked resets70
Full report

What to commit to

Prioritized next steps drawn from the replies. Start here if you only have a few minutes.

  1. Let active tasks finishConsider a completion buffer that carries excess usage into the next window.
  2. Fix desktop resource usePrioritize memory leaks and cleanup of accumulated build files.
  3. Improve multi-agent controlMake sub-agents easier to follow and let users bring scattered conversations together.
Full report

Signals, with the replies behind them

Objections, competitor comparisons, and interest in paying, each shown with the original reply and what it means.

Willingness to pay
Paid reset option for everyone. I'm maxed out and will happily pay to reset my usage!
Objection to staying
I actually already cancelled my subscription due to 5h limit. If they remove it I might go back.
Competitor comparison
Custom sub-agents, please, like Cursor. They are a massive game-changer.
Full report

Follow-up questions and reply drafts

Questions that pin down what people meant, plus drafts for closing the loop in the thread.

  • Clarify the usage-limit requestWould a grace period for active tasks solve the interruption better than rollover tokens?
  • Prioritize the performance fixIs disk cleanup or RAM containment the bigger problem when running several threads?
Full report

Ask the report, or take it with you

Chat with your report to dig into any finding, then export a PDF for your team, your roadmap review, or a client.

Also in full reports
  • Agreement and thread health
  • Most-liked replies
  • Most active repliers
  • Possible spam and bot replies

Who it's for

Replies are free customer research. Use them.

The replies under a post hold requests, objections, and questions. Here is how people put a report to work.

Founders and product teams

“What should we build next?”

Ask your audience what to build, then see the distinct requests counted, with the pain behind them and who says they would pay.

Launch feedback

“What's stopping people from trying it?”

Find confusion about pricing, availability, or how something works, and the pushback worth answering before it spreads.

Competitive research

“What are their users still missing?”

See what their users ask for, complain about, and compare them to. Their unmet requests are your opening.

Creators and writers

“What should I post next?”

Find the questions, disagreements, and follow-up ideas in a busy thread, with reply drafts you can edit before posting.

Why not just read them?

Three ways to understand a reply thread.

Reading replies yourself and pasting them into an AI chat both work. Here is where a dedicated reply analyzer saves time.

Reading X replies manually, with a general AI chat, and with BeyondComments
Reading them yourselfA general AI chatb BeyondComments
Fetching the repliesScroll and expand the thread by handCopy and paste them in yourselfCollected from the post link
How manyAs many as you have patience forAs many as you paste and the chat can holdUp to 5,000 in one report
RequestsA rough tally in your headGrouped if you ask, rarely countedRanked by how many people asked
ProofThe few replies you rememberQuotes only if you ask for themDetailed sections show the original replies
AfterwardsStart over on the next postScroll back through the chatSaved to your dashboard, with report chat and PDF export
CostYour timeYour AI subscription50 replies free, then from $5 once

BeyondComments analyzes the replies to one post. It isn't a social listening tool and doesn't track mentions or sentiment across all of X.

Pricing

Start free. Pay only when you need it.

No subscription. Buy a credit pack once and use it across as many reports as you like for 12 months.

Loading credit packs…

2 credits per X reply $5 covers 5,000 replies Same credits work for YouTube

FAQ

X reply analysis, answered.

Something else on your mind? Ask us directly.

How do I analyze replies to an X (Twitter) post?

Copy the link of a public X post, paste it into BeyondComments, choose a report language, and sign in with Google. BeyondComments collects the replies and uses AI to produce a report with a summary, ranked requests, sentiment, questions, and suggested next steps. Your first 50 replies are free.

Is there a free Twitter reply analyzer?

Yes. BeyondComments' free report analyzes up to 50 replies to a public X (Twitter) post and includes a summary, the top topics, and an audience mood overview. You can run three free reports a day after signing in. No credit card is needed.

Can I summarize Twitter replies without connecting my X account?

Yes. Paste a public post link and sign in to BeyondComments with Google. You never connect an X account. The report summarizes the replies collected from that post.

Does the report change depending on the post?

Yes. BeyondComments reads the post and a sample of its replies, then picks a report mode. Posts that ask for product feedback get ranked requested features, pain points, objections, competitor mentions, and willingness to pay. Launches, announcements, and opinions get questions to answer, pushback, criticism, and buying signals. You don't need to choose.

What does a full X report include?

A full report analyzes up to 5,000 replies and opens every section for its mode, including what to commit to, reply drafts, follow-up questions or reply angles, most-liked replies, and possible spam. It also includes report chat and PDF export. You can set a smaller reply limit to spend fewer credits.

Can I analyze someone else's X post?

Yes. Any public post with accessible replies works, including competitors' announcements and conversations in your market. Protected or unavailable posts can't be analyzed.

Does the report include every reply?

It covers the replies collected within your chosen limit: up to 50 on a free report or 5,000 on a full one. Quote posts, other posts in the thread, and deleted or protected replies are not included. Check the analyzed reply count when you read a finding.

How does X (Twitter) reply sentiment analysis work?

BeyondComments uses AI to classify each collected reply as positive, neutral, or negative and summarizes the topics behind that reaction. It measures sentiment in the replies to one post, not across all of X. Sarcasm and missing context can cause mistakes, so check the replies behind a finding before you act on it.

How much does a full X report cost?

Each analyzed reply uses 2 credits. The $5 USD Starter pack includes 10,000 credits, enough for 5,000 replies across one or more reports. Credits are valid for 12 months and there is no subscription.

Can I use the same credits for YouTube and TikTok?

Yes. One credit balance works for every analyzer. YouTube and TikTok comments use 1 credit each, and X replies use 2.

Are my reports private?

Yes. Reports are tied to your account and saved to your dashboard. They are not published or listed publicly.

Why not paste the replies into ChatGPT or Grok?

You can, if you collect the replies yourself and write a good prompt. BeyondComments collects them from the post link, handles thousands in one pass, ranks requests by how many people asked, and returns the same structured report every time, with the original replies behind each finding.

What languages can reports be written in?

You can choose the report language before you run an analysis: English, Spanish, Portuguese, Hindi, Russian, Japanese, French, Arabic, and Farsi/Persian.

Start with the replies

Find out what people are really asking for.

Paste a public post link and get your first report free.

Analyze a post free 50 replies free · No credit card · 3 reports a day