← Use cases · Platform trust & safety
A non-vendor-locked verdict layer at scale
Platforms need detection whose capacity scales with a DePIN network of operator GPUs — not one company that can be captured or go down.
The problem
Routing every upload through a single detection vendor concentrates risk: an outage stops moderation, a policy shift redefines your enforcement, and an adversary only has to compromise one company. Trust & safety at scale needs redundancy, elastic DePIN capacity, and an audit trail — not a single opaque score.
Where dfpn fits
- ▸You want detection capacity that scales with independent operators
- ▸You need an audit trail for appeals, regulators, and internal review
- ▸You want to avoid a single point of failure in your moderation pipeline
- ▸You want diversity of detectors as a security property against novel generators
How the flow works
- 01
Integrate
Call the SDK from your moderation pipeline, requesting as many independent workers as your trust bar demands.
- 02
Aggregate
Receive a reputation-weighted verdict and confidence, backed by multiple models from multiple operators.
- 03
Enforce
Feed the verdict and its audit trail into your enforcement and appeals workflow.
Honest caveat
dfpn is a coordination layer, not a takedown or moderation-policy engine. Enforcement decisions and content removal stay entirely on your side; dfpn supplies the verdict, not the action.
Other use cases
Put it to work
Wire verdicts into your pipeline, or read how a verdict is produced end to end.