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SeedEnv Trust Utility

SeedEnv SwarmForensics

Paste the comments from any thread and find out if the pile-on is real people or a coordinated swarm. Everything runs locally in your browser — no scraping, no logins, no data leaves this page.

● Local browser analysis

● Zero platform scraping

● No account authentication

  1. 1

    Copy

    Highlight & copy comments from any desktop browser thread (TikTok, X, Instagram).

  2. 2

    Paste

    Drop the text into the box below (our smart cleaner strips timestamps and likes automatically).

  3. 3

    Expose

    Get your sanity verdict and download a verified receipt card to post back in the thread.

Step 1: Paste Thread

Smart cleaner on

Paste the comments exactly as you copied them. We strip handles, timestamps, like counts, and “Reply” clutter automatically.

No thread handy? Fill it with one click

Advanced: source format

The format only tunes parsing hints. SeedEnv never connects to, logs into, or scrapes these services.

Step 2: Detection Radar & Verdict

3 comments read

Your sanity verdict

Manufactured Swarm

The hostility on this post is mathematically coordinated. You are not imagining it.

Swarm score

66%

Flagged accounts

67%

Unique accounts

3

Arrival speed

0.003/s

Tight, pulsing dots in the center are accounts posting the same message at the same time. Scattered grey dots around the edge are independent people.

Authentic perimeterCoordinated cluster

The copy-paste script

These are the repeated lines we matched across accounts. Switch to organic-only to read just the real people.

Flagged narrative quotes

“The pricing page hides the real fees. Cancel this launch now.”
“The pricing page is hiding the real fees. Cancel the launch now.”

Comment evidence

signal.watch2m ago

The pricing page hides the real fees. Cancel this launch now.

truthwire3m ago

The pricing page is hiding the real fees. Cancel the launch now.

maya.dev18m ago

The onboarding was clear, but the pricing explanation could be easier to find.

Step 3: Export Receipts

Download the card and post it straight back into the thread.

Theme

Aspect ratio

SeedEnv SwarmForensics

Sanity verdict

Manufactured Swarm

Manufactured Hate · Negative sentiment

Analyzed by SeedEnv Forensics
seedenv.com/tools/swarm-detector

Index

66%

Flagged

67%

Velocity

0.003/s

Auto-sanitizer recovered 3 records from raw social-feed clipboard text.