ScamAI raised $2.6M to combat AI-powered scams
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ScamAI vs Hive

Hive is a content-moderation platform with a serious deepfake-detection line — credible enough to win a U.S. Department of Defense contract. But its core is moderation at scale; ScamAI is fraud-first, built to protect identity and stop scams, and runs on-device where Hive is a cloud API.

  • Built for fraud & identity, not general moderation
  • On-device Halo — Hive is cloud/server-side
  • Document-forgery & liveness for KYC flows

At a glance

CapabilityScamAIHive
Multimodal detection (face, document, video)Yes — one engineYes — moderation (image, video, audio, text)
On-device, real-time on live callsYes — HaloCloud
Document-forgery & liveness for identity flowsYes, built inPartial — doc-fraud + liveness
Explainable, evidence-backed resultsYesYes — attribution + boxes
Cloud + on-prem / VPC deploymentYesCloud, on-prem (enterprise/gov)
Purpose-built for fraud & identityYesNo — moderation-first

Comparison reflects ScamAI's assessment; verify current capabilities with each vendor.

Hive at a glance

Hive offers content moderation and AI-generated-content detection via API across image, video, audio, and text — widely used for platform moderation, with a dedicated deepfake model (generator attribution, per-face boxes) and an on-prem deployment credible enough to win a U.S. Department of Defense contract.

Where ScamAI differs

Hive does flag identity-document fraud and offers liveness — but as moderation features, not a fraud stack. ScamAI is built for fraud and identity: real-attack-trained detection across face and documents, document-forgery and liveness that drop into onboarding, and on-device meeting protection with Halo that a cloud API can't match.

Purpose-built for the attack

Hive even scans live calls in real time — but in the cloud, tuned to moderation. ScamAI is tuned to the specific plays scammers run — impersonation, forged documents, live deepfakes — and runs on-device. Already using Hive? ScamAI drops in beside it as the fraud and identity layer.

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