NUMBRAL FHE - Production-Ready Homomorphic Encryption

Live FHE Benchmark Comparison

NUMBRAL vs Microsoft SEAL - BFV RNS Implementation

NUMBRAL: Spectral-Cache FHE with UDFT | SEAL: Standard BFV with RNS

NUMBRAL Spectral-Cache FHE

1

Initialize FHE Engine

2

Generate 250KB Test Vector

3

Encrypt with BFV RNS

4

Homomorphic Transform

5

Homomorphic Operations

6

Decrypt Result

7

Verify Output

Microsoft SEAL BFV RNS

1

Initialize FHE Engine

2

Generate 250KB Test Vector

3

Encrypt with BFV RNS

4

Homomorphic Transform

5

Homomorphic Operations

6

Decrypt Result

7

Verify Output