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Free example - how coordinated comments look in data

A 22-comment sample with planted traps: a machine-regular burst the audit must flag, and a single-comment account it must refuse to judge. Evidence attached.

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Fake Comment Detector — coordination audit for comment exports
Fake Comment Detector — coordination audit for comment exportsmentat-logic/mentat-authenticity-audit
Item type
VERDICT
Why
Account
+10 fields
Text
Number
Boolean
List
Object

Input

Comment rows to audit
id:c01+21
profileId:90001+21
profileName:Dana R.+21
date:2026-07-20T14:00:00Z+21
text:Absolutely love this, best decision I ever made!+21

Output fields

Item type
VERDICT
Why
Account
Account
Level
Comments
Signals (with evidence)
Bursts found
Unique comments
Duplicates removed
Accounts seen
Pct comments from flagged accounts
Report url

How it works

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The Fake Comment Detector — coordination audit for comment exports Actor is ready to run with the inputs already set for "Free example - how coordinated comments look in data". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "Free example - how coordinated comments look in data" task

The Fake Comment Detector — coordination audit for comment exports Actor will start running based on the input automatically. You can also change all the input fields, like comment rows to audit, to match your specific use case.

Receive the "Free example - how coordinated comments look in data" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as item type, VERDICT, why, and more.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Free example - how coordinated comments look in data" task via API.

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