CLUSTER FRAUD-POWERED-SCAMS · 22 ENTRIES · EARLIEST ENTRY 2025-09-07
AI scam detection and prevention
This cluster consists of AI-powered security tools that detect scams, phishing, and fraudulent activity across messages, websites, and payment flows. Entries appeared sporadically from January 2025 through July 2026, with the largest monthly count in July 2026 (3 entries). Traction is led by claimchain with 46 stars, far ahead of creaguard (1 star) and ScamMirror (0 stars).
Entry timeline
ENTRY TIMELINE
Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.
Members by activity
Activity signals, not revenue.
Build origin · 2 ai-built
Operator · 2 unlabelled
Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 2 listed below. Unlabelled means nothing has decided yet — not that the answer is small.
- 21Invoice Verify — AI Invoice Verification & Fraud Detection0★unknownliveai-builtAI web app that classifies, extracts fields, and flags fraud on invoices and receipts to provide instant risk analysis.
- 22PhishGuard — AI-Powered Phishing Email Detection0★unknownliveai-builtAI app that analyzes emails for phishing attempts and alerts users to malicious messages before they click.
Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.