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Methodology

We believe anti-fraud platforms should be as transparent as the fraudsters are opaque. Here is exactly how a report becomes a published scam alert on GACS.

1. Report intake

Anyone — victim or witness — can file a report at gacs.app/report. We collect: the suspect identifier (URL, wallet, phone, handle), category, evidence (screenshots, transaction IDs, chat logs), the reporter's relationship to the case, and timestamps. Reporter identity is optional and never published.

2. Triage

Every report is auto-triaged using deterministic checks: blockchain analysis of wallet flow, URL-pattern matching against known scam kits, similarity to existing entries in our database, and language models flagging classic pig-butchering / recovery-scam phrasing.

3. Human moderation

Reports flagged as plausible enter a human moderation queue. Moderators verify evidence is internally consistent, look for duplicate reports (a strong signal of legitimacy), and dismiss reports that appear to be retaliatory or competitive in nature.

4. Severity scoring

Severity is a function of: number of independent victim reports, confirmed financial loss, sophistication of the operation, and ongoing activity. Levels: Low → Medium → High → Critical.

5. Category classification

Every entry is tagged with one of: fake-websites, fake-brokers, rugpull-tokens, memecoin-scams, social-impersonation, phone-scams, wallet-drainers, recovery-scams, or pig-butchering. Categories are visible at /scams/c.

6. Publication

Once approved, the entry gets a permanent URL at /scam/<slug>, appears in the live feed, and is pushed to subscribers via push, email, and RSS within minutes.

7. Disputes & corrections

If you believe an entry is incorrect, email disputes@gacs.app with evidence. We respond within 72 hours. Confirmed errors result in retraction or correction with a public changelog entry.

8. What we don't claim

GACS aggregates community intelligence. We do not claim every entry constitutes legal proof of fraud — only that enough credible signals exist that you should not send money. Always verify independently before making financial decisions.