Detect
Two models run on every call. A LoRA fine-tune of DF-Arena 1B spots deepfaked voices (trained on 10K synthetic samples we generated with Qwen3-TTS). A Gemini 2.5 Flash fine-tune catches scam patterns across 10 categories — IRS fraud, tech support, romance scams, the works.
- Deepfake detection: DF-Arena 1B + LoRA, 10K Qwen3-TTS samples
- Scam detection: Gemini 2.5 Flash fine-tune, 10 scam categories
- Both run under 200ms on live audio













