Compute on Data
You Never See
Blind computation protocol. Run ML inference, financial screening, and cryptographic proofs on encrypted data at production speed. LWE-hard security. No special hardware.
0.4ms
Encrypted Inference Latency
165K×
Faster Than FHE
0
Bits Leaked Per Query
LWE
Post-Quantum Hard
What ZeroSight Does
Blind computation for real-world workloads.
Blind ML Inference
Run neural networks on encrypted inputs. The model never sees plaintext data, the client never sees model weights. 0.4ms overhead per inference.
Blind Computation
KYC screening, private set intersection, confidential transactions, zero-knowledge proofs — all computed on encrypted data with exact results.
No Special Hardware
Runs on any CPU. No Intel SGX, no FPGAs, no GPUs required.
How ZeroSight Works
High-level workflow
Client Sends Protected Input
Your application submits a protected request instead of sharing raw sensitive data directly.
ZeroSight Computes
The service performs the required computation in a privacy-preserving compute path.
Result Returns Fast
You receive a usable output for product decisions and automation with production-friendly latency.
Audit & Integrate
Teams validate policy fit, operational metrics, and rollout readiness for a pilot-to-production path.
How ZeroSight Compares
Same security class as FHE. Five orders of magnitude faster.
| ZeroSight | FHE (Zama/TFHE) | TEEs (Intel SGX) | MPC (Duality) | |
|---|---|---|---|---|
| Latency | ~0.4 ms | ~100 ms | ~1 ms | ~10 ms |
| ML Inference | Yes (native) | Impractical | Yes (plaintext) | Limited |
| Security Model | LWE-hard | LWE-hard | Hardware trust | Honest majority |
| Hardware | Any CPU | Any CPU | Intel SGX required | Any CPU |
| Integration | Days | Months | Weeks | Months |
Use Cases
Wherever data privacy blocks computation, ZeroSight removes the constraint.
Healthcare AI
Run diagnostics on patient data without HIPAA exposure.
Financial Screening
KYC and AML on encrypted customer records.
Private Set Intersection
Find common records across organizations without sharing lists.
Confidential Transactions
Verify validity without revealing amounts.
Cross-Org Research
Compute over pooled encrypted data across institutions.
Zero-Knowledge Proofs
Prove statements about data without revealing it.
See It In Action
ZeroSight is in private pilot. We work with teams shipping privacy-sensitive workloads at production scale.