AI Inference Efficiency Layer
Lower AI inference cost
without changing model output
ISIRO Runtime™ reduces memory traffic, lowering associated inference cost and energy while preserving bit-exact model output. It adds built-in secure, controlled execution for protected deployments.
- No quantization
- No precision change
Representative results
30%
Lower memory traffic on BF16 LLM workloads
Exact
Model output preserved bit for bit (no quantization)
Up to 2×
Lower latency vs cuBLAS baseline (evaluated workloads)
The problem
AI inference cost is a memory-traffic problem.
Inference workloads are often limited by the cost of moving model data through memory. Quantization reduces that cost, but it changes numerical representation and output behavior, which affects model accuracy. ISIRO takes a different path: reducing memory traffic without quantization or approximation while preserving exact model output.
How it works
Two steps. No rip-and-replace.
Compile once
One-time compile into compact .tic artifact with smaller footprint. Bit-exact output.
Deploy
ISIRO Runtime integrates the same inference frameworks you already use as targets.
Product
ISIRO Runtime™
An AI inference efficiency layer with built-in security controls for protected deployments.
Efficiency
Memory traffic reduction with exact model output. Demonstrated 30% lower memory traffic on BF16 LLM inference workloads.
Security through TIC Shield™
KMS-gated security and control for .tic artifacts. Encryption, signing, TIC Lock, and confidential computing support at rest, in transit, and in use.
Ready to evaluate ISIRO Runtime?
Evaluate in your environment without sharing your model. Compare bit-exact output, memory traffic, and cost against your baseline.
Prefer email? hello@isiro.ai