Independent AI Deployment Intelligence
We measure real workloads on real infrastructure to tell you exactly where your AI runs best — for performance, power, and cost.
What We Do
RunIQ Labs AI provides vendor-neutral, deployment-grade benchmarking and intelligence for AI workloads. We profile, benchmark, optimize, and certify AI deployments on production hardware — not synthetic VMs.
Every benchmark runs on real infrastructure, under real conditions, measuring performance, power, and cost simultaneously. The result is actionable deployment intelligence that helps organizations make informed infrastructure decisions.
Why It Matters
AI infrastructure spend is accelerating with no standardized way to measure deployment efficiency. Vendor-defined benchmarks obscure real costs. Synthetic tests don't reflect production behavior. Organizations need independent, comparable data to make deployment decisions — and that data hasn't existed. Until now.
Our Approach
Vendor-Neutral
No hardware partnerships. No vendor lock-in. Independent results across every accelerator platform.
Production-Grade
Real infrastructure, real workloads, sustained measurement — not peak-only lab conditions.
PPC Visibility
Performance, Power, and Cost measured transparently on every run. The full picture, not isolated metrics.
Get In Touch
Whether you're deploying AI models, evaluating accelerator platforms, or looking for independent deployment intelligence — we'd like to hear from you.