Scam AI
Detects deepfakes, face-swaps, and forged documents, with a flagship on-device tool called Halo that flags synthetic faces during live video calls.
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Description
Deepfakes have moved from novelty to a real business risk — fake video calls impersonating executives, forged bank statements, synthetic IDs slipping through onboarding checks. Scam AI builds detection for all of that, but the headline feature is Halo: a tool that watches your live Zoom, Teams, or Meet call and tells you, in real time, if the face on the other end isn't real.
💬 Our review
The short version: Halo's on-device design is the interesting engineering choice here — it runs detection locally on a Windows machine's NPU rather than sending video to the cloud, checking faces roughly four times a second and discarding frames after analysis, which matters for both latency and for organizations that can't stream sensitive calls to a third party.
The claimed 98.2% accuracy for Halo is a probabilistic score, not a binary verdict — the platform is explicit that detection is tiered by likelihood and lets you set false-positive/false-negative thresholds per workflow, which is the honest way to handle a problem that fundamentally can't be solved with certainty. Halo itself is Windows-only and still in beta with rolling early access, so mileage on other platforms is zero right now. Pricing is aggressively enterprise: monthly plans start at $1,000/month for document-only detection and $3,500/month for the combined tier, with pay-as-you-go credits as the only lighter option (10 free/month, then $0.02/credit) — this is built for banks, fintechs, and KYC/AML teams with real fraud budgets, not a casual add-on for a small team's video calls.
💰 Pricing
📊 Global score
🤖 AI-enriched data
Gratuit : 10 crédits/mois. À l'usage : 0,02 $/crédit (10 $ pour 500 crédits, 50 $ pour 2 500, 100 $ pour 5 000). Coût par usage : image 1 crédit, vidéo jusqu'à 20 crédits, document 2 crédits/page, réunion en direct 12 crédits/minute. Abonnements mensuels : Document Starter 1 000 $/mois, Image 2 000 $/mois, Vidéo 3 000 $/mois, Combiné 3 500 $/mois. Enterprise sur devis avec SLA 99,9%.
Pros
Halo tourne 100% sur l'appareil (NPU Snapdragon), aucune vidéo envoyée au cloud
Score de vraisemblance ajustable par seuil, pas de verdict binaire trompeur
API REST + serveur MCP pour intégration dans des agents IA
Couvre plusieurs surfaces : deepfakes vidéo, images IA, documents falsifiés
Cons
Halo disponible uniquement sur Windows, encore en bêta à accès progressif
Tarification clairement entreprise (dès 1 000 $/mois en abonnement mensuel)
Précision de 98,2% probabiliste, pas une garantie absolue de détection
Pas d'intégration native annoncée pour Zoom/Teams/Meet — surveillance générique de flux vidéo