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Topic

Deepfake detection

Techniques and products for identifying synthetic or cloned media, including AI-generated voices used in fraud.

Current stories

investOne report1 publisher

Equifax, Experian and Verisk all bring in outside AI-fake detection

Startups catching fake voices and identities took $74 million of the roughly $125 million AI-fake detectors raised since January 2025, cbinsights.com says. Incode's $37 million round is about 30% of the total, so a count of 26 deals overstates how widely the money is spread.

Publishers:cbinsights.com

Reality

Evidence55
Adoption60
Hype gap+15
Incentives50
Confidence55
investConfirmed4 publishers

Arizona appeals court throws out a 10.5-year sentence shaped by an AI avatar of the victim

Arizona's Court of Appeals vacated Gabriel Horcasitas's 10.5-year sentence because the judge weighed an AI-generated video of his victim. The manslaughter conviction stands, so the new risk falls on whoever builds or plays synthetic media at sentencing.

Perspective Coverage

5 publishers
Builder
Builder 18%
Operator
Operator 65%
Investor
Investor 17%

Reality

Evidence80
Adoption
Not scored
Hype gap+20
Incentives35
Confidence78
securityOne report1 publisher

SecurityWeek argues for in-call deepfake detection with help desk breaches it never ties to AI

SecurityWeek says awareness training has failed against help desk vishing, citing attacks that cost MGM an estimated $100 million. The fix it profiles is Netarx's live-call scanner for cloned voices and spoofed devices, but in both breaches it cites, callers talked help desk staff into granting access.

Publishers:securityweek.com

Reality

Evidence35
Adoption
Not scored
Hype gap+45
Incentives
Not scored
Confidence55
buildOne report1 publisher

UCLA's optical deepfake screen classifies at least 15 videos in one pass of light

UCLA researchers' hybrid optical-neural processor screens at least 15 video streams per pass of light at 97.79% accuracy on Celeb-DF. The experimental eLight study pitches it as a cheap first filter whose savings hinge on how many genuine videos reach the heavier detectors.

Publishers:theneuron.ai

Reality

Evidence55
Adoption3
Hype gap+10
Incentives35
Confidence50
investOne report1 publisher

Modulate raises $25 million to sell voice-deepfake detection at 25 cents an hour

Modulate raised $25 million in a round led by Future Ventures, lifting its total to $60 million for an audio platform that flags synthetic voices. Its detection API costs about eight times its transcription rate, and the round is a bet that the premium survives in financial services and healthcare.

Reality

Evidence30
Adoption35
Hype gap+35
Incentives60
Confidence35