# RunIQ Labs AI

> Independent AI Deployment Intelligence

RunIQ Labs AI provides vendor-neutral, deployment-grade benchmarking and intelligence for AI workloads. We measure real workloads on real infrastructure to determine where AI models run best — for performance, power, and cost.

## What We Do

- **AI Model Profiling**: Compute, memory, latency, and power profiling across real infrastructure — cloud, on-prem, and hybrid.
- **Production Benchmarking**: Sustained performance measurement using industry and workload-specific benchmarks across accelerator platforms.
- **Optimization & Porting**: Hardware-aware optimization focused on performance-per-watt and cost-per-inference, with platform porting across heterogeneous accelerators.
- **Certification & Deployment**: Production-grade validation and deployment readiness certification verified by RunIQScore.

## RunIQScore

A vendor-neutral, deployment-grade scoring system that quantifies how AI models perform in real production environments across three pillars:

- **Performance (P)**: Sustained throughput, latency, and stability measured under real serving conditions.
- **Power (P)**: Energy consumption and efficiency measured during actual workload execution — tokens per watt, joules per token, watts under load.
- **Cost (C)**: True infrastructure and runtime cost required to deliver production inference.

## Key Differentiators

- Vendor-neutral: No hardware partnerships, no vendor lock-in
- Real infrastructure: Production hardware, not synthetic VMs or simulated environments
- Sustained measurement: Continuous workload measurement, not peak-only snapshots
- Full PPC visibility: Performance, Power, and Cost measured transparently on every run
- Reproducible and auditable results across every accelerator platform

## Platforms Covered

- NVIDIA: H100, A100, L4, RTX — data center through edge
- AMD: MI300X, RX — ROCm inference across generations
- AWS: Graviton, Inferentia2 — custom silicon at cloud scale
- Expanding: Intel Gaudi, Google TPU, NPU — emerging accelerator architectures

## Tagline

Measure. Quantify. Govern.

## Links

- Website: https://runiqlabs.ai/
- Get Started: https://runiqlabs.ai/get-started.html
- About: https://runiqlabs.ai/about.html
- Blog: https://runiqlabs.ai/blog.html
- Press: https://runiqlabs.ai/press.html
- LinkedIn: https://www.linkedin.com/company/runiqlabs/
- Contact: contact@runiqlabs.ai