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Topic

Fraud Prevention

Detection and prevention of payment, account and synthetic-identity fraud, including AI-generated attack volume.

Current stories

productOne report1 publisher

Apate says its decoy AI victims have kept scammers talking for 17 years

Apate, an Australian startup, says its AI decoy victims have held 2.5 million scam conversations and wasted 17 years of scammers' time. Divided out, that is about 3.6 minutes a conversation, so customers are buying the details the agents extract.

Reality

Evidence30
Adoption40
Hype gap+30
Incentives60
Confidence55
productConfirmed2 publishers

Darwinium starts judging AI agents by their path to payment and the tools they call

Darwinium's new fraud tools judge AI agents by their steps and MCP calls, as only about one in four agent transactions on its network self-declares. Agent purchases there are rejected nine times as often as other purchases, so the pitch is about passing good agents as much as stopping bad ones.

Reality

Evidence40
Adoption20
Hype gap+25
Incentives70
Confidence55
investOne report1 publisher

Neobank fraud budgets grew 357%, roughly as fast as the volume their loss rates imply

Neobanks and fintechs raised fraud-prevention spending 357% in a year to $8 million per institution, according to PYMNTS Intelligence. Measured against the transaction value implied by the group's own loss rate, that budget held near 2 basis points of volume in both years.

Publishers:pymnts.com

Reality

Evidence45
Adoption70
Hype gap+30
Incentives60
Confidence45
buildOne report1 publisher

Incognia splits AI agent payment checks into who sent the request and who authorized it

Incognia launched AI Agent Detection on October 6, checking separately whether an AI agent is genuine and whether the customer authorized its action. Banks screening agent payments now have a named product for the second question, built on Incognia's existing fraud signals.

Publishers:runtimewire.com

Reality

Evidence30
Adoption
Not scored
Hype gap+10
Incentives65
Confidence40
productOne report1 publisher

Fingerprint's new tools separate verified AI agents from spoofed automation

FingerprintJS is adding four products that verify AI agents from five named platforms and flag automation that only claims to be one. Sites still have to write the rule for what a verified agent may do on each page.

Publishers:siliconangle.com

Reality

Evidence35
Adoption
Not scored
Hype gap+20
Incentives55
Confidence40
buildOne report1 publisher

Synthient wants residential proxy flags on IPs to carry a provider and a timestamp

Synthient says residential proxy traffic it observed in May 2026 touched about 9.2 million domains through household IPs that real users also share. Its answer is to timestamp each proxy sighting and set friction by what the session is trying to do.

Publishers:dev.to

Reality

Evidence35
Adoption
Not scored
Hype gap+20
Incentives85
Confidence45