WebLLM Benchmark

Best experienced on Chrome or browsers with WebGPU support
⚠️ WebGPU unsupported — Locked to WASM CPU Fallback mode
Detecting GPU...
4 testsUp to 704 total tokens4 iterations each
Speed Test128 tokens
Basic generation speed
Math Reasoning256 tokens
Simple arithmetic
Logic256 tokens
Simple deduction
Creative Short64 tokens
Short creative writing

How to Run a Valid Benchmark

Follow each step precisely. Skipping stages can invalidate your submission or skew leaderboard rankings.

  1. 01

    Use a Supported Browser

    Run benchmarks in Google Chrome, Microsoft Edge, or another Chromium-based browser. Set GPU preference to 'High performance' before running tests.

  2. 02

    WebGL & WebGPU Support

    WebGLWebGPU

    Both WebGL and WebGPU must be hardware accelerated. Visit chrome://gpu and confirm both show 'Hardware accelerated'.

  3. 03

    Enable High Performance Mode

    Enable 'Use hardware acceleration when available' in browser settings. Switch to High Performance power plan to prevent throttling.

  4. 04

    Close Background Tabs & Apps

    Close unnecessary tabs and background apps. Memory pressure will skew inference speed and efficiency scores.

  5. 05

    Run Each Test Twice

    Perform a warm-up run before recording results. Submit only the second run.

All submitted scores are verified server-side. Non-compliant submissions may be excluded from the leaderboard.

Transparent & Reproducible Benchmarks

LiteEdgeAI evaluates hardware using real-world AI workloads, focusing on inference speed, memory efficiency, and sustained performance.

Every score is fair, explainable, and repeatable — so rankings actually mean something.