Observability
850+ million people experiencing what was intended
Trusted by:
Spot It
Spot the new thing before it becomes the next crisis.
Catch spam and fraud before it’s reported. Automatically weigh thousands of custom signals per user: behavior, content, connections, device, and more.
Visualize emerging content and bad actor trends through clustering graphs. Pick up new patterns and policy gaps that standard taxonomies and static tables miss entirely.
Watch what’s being auto-decided, what’s escalated, and why — confidence scores, severity, and signals visible at a glance.
Improve It
Take the wheel of a steerable system. Your team makes the call. We make sure it sticks.
Iterate however your team works. The Musubi Agent evaluates policies against your data, flags mislabeled examples, and drafts revisions. Auditable versioning runs parallel tests. Every change reviewable, reversible, and your team’s call to keep.
Sample what matters, not what’s loudest. Build evaluation sets that surface rare edge cases on purpose — not common ones by accident. Stratify by category, severity, certainty, or any field your team cares about.
Test on your data, not someone else’s benchmarks. Compare frontier LLMs and fine-tuned safety models against your own labeled data. Check for bias, coverage gaps, and regressions before anything touches production.
Prove It
To your CEO, a regulator, or your moderators — every decision is on the record.
Content decisions show policy, content source, reasoning, confidence, and version history. Account decisions show risk score and underlying signals. Configurable, exportable.
No data island. Every decision and signal is yours — exportable as CSV or via API. Plug it into your existing data warehouse, your reporting flow, or your QA pipeline.
From a trend to a single call in seconds. See aggregate patterns, slice by user, policy, or content type, and trace any individual decision back to its inputs.
Secure & Compliant
The infrastructure your security team won’t flag and your T&S team won’t hate.
SOC 2 Type II Certified
99.5–99.99% uptime SLAs
GDPR Compliant
Stats
Reduce moderation overhead by 84% with Musubi’s AI working in concert with your Trust & Safety team.
64%
More malicious accounts banned
89%
Fewer false positives and ban appeals
500x
Faster decisions and less exposure
