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dfpn vs Sensity
Centralized visual-threat detection platform
Sensity is a centralized detection platform; dfpn is a decentralized, verifiable-AI coordination layer for detection. Sensity ships a maintained proprietary product with commercial support; dfpn distributes detection across a DePIN network of staked, independent operators and records every verdict on-chain as a reconstructable consensus. Choose based on whether you value a single-vendor product or an open, auditable network.
| Dimension | dfpn | Sensity | Edge |
|---|---|---|---|
| Structure | Decentralized protocol | Centralized platform | Comparable |
| Verdict control | Network consensus, on-chain | Vendor-controlled | dfpn |
| Auditability | Full on-chain audit trail per request | Vendor dashboards and logs | dfpn |
| Run your own models | Yes — permissionless registry | No — proprietary suite | dfpn |
| Availability today | Pre-mainnet | Commercially available | Sensity |
| Support model | Protocol / operator-level | First-party commercial support | Sensity |
| Economic incentives | Stake, rewards, slashing align operators | Commercial contract | Comparable |
Pick dfpn when
- ▸You want detection distributed across independent operators
- ▸You need an open audit trail rather than a vendor-internal record
- ▸You want the option to run your own models and hardware
- ▸You want to avoid concentrating the verdict in one platform
Pick Sensity when
- ▸You want a finished commercial platform available now
- ▸You need a single vendor relationship with support and SLAs
- ▸You prefer a managed product over running or trusting a network
- ▸You want a proprietary detection suite maintained end to end
Centralized verdict vs open network
Sensity is a capable commercial product. dfpn makes a different bet: distribute detection across independent operators and anchor every verdict on-chain, so no single company owns what counts as real.