The System

How it works.

Paid campaigns have a fingerprint. Same talking points, clustered timing, zero risk mention. We read it so you don't have to.

01

Paste any tweet

Drop a tweet URL or paste the raw text. Token shill, presale hype, project announcement, alpha call any CT post works.

02

Content gets pulled

ShillScan fetches the tweet content using a public API. No account needed, no tracking, nothing stored.

03

AI reads the patterns

The AI scans for shill fingerprints, FOMO language, urgency signals, vague unverifiable claims, zero risk framing, coordination markers.

04

Cross-referenced against known tactics

The analysis is matched against documented shill patterns from real CT campaigns, ZachXBT leaks, known pump structures, coordinated posting behaviour.

05

You get a shareable verdict

LIKELY SHILL, LIKELY ORGANIC, or INCONCLUSIVE, with a confidence score, red and green flags, and a card you can screenshot and reply with.

What we scan for.

These signals separate a coordinated campaign from someone posting their genuine view.

FOMO language

e.g. "don't sleep on this", "last chance"

Unverifiable claims

e.g. "next 100x", "huge partnership"

Rocket/fire emoji clusters

e.g. 🚀🔥💎 stacked repeatedly

"NFA" used ironically

e.g. after making a direct price prediction

Zero risk mention

e.g. all upside, zero downside anywhere

Time pressure

e.g. "this window closes tonight"

Specific technical critique

e.g. calls out tokenomics or code flaws

Mentions risks

e.g. acknowledges what could go wrong

Long-term holder view

e.g. not about this week's price

Balanced take

e.g. praises the project but notes concerns

Important - read this

ShillScan is a signal, not a conviction.

This tool is built to separate organic conviction from coordinated paid campaigns, not to accuse anyone of wrongdoing. A “LIKELY SHILL” result means the language patterns match paid promotion tactics. It does not mean the project is bad or the creator acted dishonestly. A “LIKELY ORGANIC” result does not mean the token is worth buying. Use ShillScan as one layer of research never as a final answer. Not financial advice. DYOR always.