Turnkey free-credit abuse protection for AI image/API SaaS
AI SaaS founders offering free credits are losing real money to bulk account signups and manual ban work. They need a lightweight, AI-specific abuse-prevention layer that gates trials without blocking legitimate users.
The problem
Operators of usage-based AI image/API products hand out free trial credits, then face repeated bulk registrations that drain paid upstream credits. Captchas, IP checks, and manual bans are bypassed and consume founder time; lowering the free amount hurts genuine onboarding.
What could be built
A SaaS/API that scores signups and trial claims using device fingerprints, disposable-email and IP/ASN reputation, payment-instrument checks, and per-account cost velocity, then dynamically caps or delays free credits and automates appeals/bans. It could include trial-design templates balancing first-charge incentives with free usage.
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