One platform.
One closed loop.

Every signal flows through five phases: ingest, detect, enforce, review, and learn — and back again, making Musubi safer with each decision your team makes.

850M+
Users protected
150+
Languages
70-95%
Less manual review

One platform

Detect, decide, and act on every harm in one place.

01Ingest
Select signals

Signals from your platform

  • • Posts & comments
  • • Accounts & behavior
  • • Images, audio & video
  • • Transactions & listings
Unified API Orchestrator · One integration
02Detect

Four engines review, score, and decide, in real time.

  • FraudAIBehavioral clustering stops bad actors
  • PolicyAILLM-driven content moderation
  • MediaForensicsSynthetic & tampered media
  • PolicyLMLow-cost, ultra low-latency model
03Enforce

Allow, block, ban, flag or escalate — using your guidelines (age, geo, user trust, etc.)

AllowBlockBanFlagEscalate
Layer in Agentic Workflows
04Review

Musubi Coop

Human review console

Moderators rule on the hard, judgment-heavy cases with rich audit logs and reason codes.

05Learn

Every decision feeds back to retrain the models — accuracy compounds continuously, and the closed loop starts again.

Continuous Training
  • Content AtlasNovel content insights
  • Fraud ClusteringMaps new fraud patterns

End-to-end Coverage

One loop, every harm category.

Fraud & abuse

  • Payment fraud
  • Scams & phishing
  • Bots & automation
  • Account takeover
  • Ban evasion
  • Fake reviews
  • Marketplace fraud

Harmful content

  • Hate speech
  • Harassment & bullying
  • Violence & graphic
  • Child safety / CSAM
  • Self-harm
  • Adult content & NCII
  • Spam

Integrity & AI risk

  • Misinformation
  • IP enforcement
  • Deepfakes & synthetic media
  • PII & doxxing
  • AI safety guardrails
  • Regulatory compliance