San Francisco startup DetectifAI is developing voice-deepfake detection small enough to run inside a smartphone operating system. Its goal is to warn users during calls, voice messages, and other audio without sending the recording to a remote server for analysis.

Founder Tarini Padmanabhuni started the company after her grandfather paid a ransom demand delivered in a cloned version of his brother’s voice. DetectifAI says it designs compact models for phones from the outset rather than compressing a larger cloud system. The company plans to license a software development kit to handset makers so detection can ship as an operating-system feature.

On-device processing could reduce response time and keep sensitive conversations local, but the product still faces a difficult accuracy problem: a warning system must catch rapidly changing synthesis methods without routinely flagging real callers. DetectifAI is also entering a market with established competitors including Pindrop, Reality Defender, Resemble AI, and Microsoft services. The startup is currently competing in TechCrunch’s Startup Battlefield. Its proposed distribution model means consumers cannot simply install the full protection today; adoption depends first on securing integrations with phone manufacturers.