Trust & safety.
Moderation as a recommendation problem.
Moderation as a recommendation problem. Productionized.
Real-time classifiers for image, text, and audio combined with human review queues, appeals workflows, and a transparency layer. Built for DSA, COPPA, and regional regimes from day one rather than retrofitted under pressure.
Common deployments
What we ship
- Real-time classifier pipeline with monitoring.
- Reviewer console with documented SOPs.
- Appeals workflow and transparency report templates.
- DSA-ready audit trail and quarterly export pipeline.
Five components, one cohesive runtime.
We build each layer to operate independently, then compose them into the brands we run for our members.
Real-time classifiers
Image, text, audio, and behavior models scoring every action.
Decision orchestrator
Risk-weighted action: allow, soft-block, queue for review, ban.
Human review console
Reviewer tooling with case context, history, and consistent UX.
Appeals workflow
User-facing dispute path with regulator-ready audit trail.
Transparency reporting
Quarterly metrics export ready for DSA disclosure.
We pick boring, proven tools where boring works. Where the problem demands more, we build deliberately on top of these primitives.
What it looks like in production.
Time-to-action on flagged content
False positive rate (target)
DSA reporting coverage
Often paired with these primitives.
All six pillarsRecommendation systems for human compatibility.
Real-time messaging at conversational latency.
WebRTC infrastructure for face-to-face connection.
Proof-of-personhood without surveillance.
Subscriptions, micro-payments, regional rails.
Building the systems that bring people together.
Questions about our brands, press, or partnerships? Send a note and we'll reply within two business days.