Unified Local LLM Performance Benchmark Database

C6/10March 2, 2026
WhatA community-driven platform that crowdsources real-world inference benchmarks (tokens/sec, quality scores) across thousands of hardware and model combinations, searchable and filterable.
SignalCommenters are sharing anecdotal performance results on specific hardware (like running Qwen3.5 32B on M2 Max with 32GB) because no centralized resource exists — people are piecing together compatibility info from scattered forum posts and personal experiments.
Why NowThe combinatorial explosion of hardware variants (Apple Silicon M1-M4, NVIDIA 30/40/50 series, AMD GPUs, varying RAM) times hundreds of model quantizations has made personal experimentation unsustainable — the community needs shared data.
MarketAI developers, hobbyists, and enterprises evaluating local deployment; monetize via pro tiers for enterprise hardware fleet planning; no direct competitor aggregates real benchmarks at scale.
MoatNetwork effects — each new benchmark submission makes the platform more valuable, creating a data moat that's expensive to bootstrap from scratch.
Right-sizes LLM models to your system's RAM, CPU, and GPU View discussion ↗ · Article ↗ · 301 pts · March 2, 2026

More ideas from March 2, 2026

Enterprise Privacy-First Mobile Device Management PlatformP6/10A B2B platform that provisions and manages fleets of hardened Android devices running GrapheneOS for enterprises with strict security requirements.
Certified Pre-Owned Phones With Unlocked BootloadersC5/10A refurbished phone marketplace that guarantees every device ships with a verified unlocked bootloader and is tested for custom OS compatibility.
Carrier-Independent RCS Messaging Without Big TechC5/10An open-source or independent RCS client and server that implements the full RCS Universal Profile without routing through Google's Jibe platform.
One-Click Privacy OS Installation Service For PhonesC5/10A service — online and in retail kiosks — that installs GrapheneOS on customer-supplied or purchased phones with guided setup, app migration, and banking app verification.
Privacy-First Wearable Camera With On-Device AIP6/10Smart glasses with all AI processing done on-device, no cloud uploads, no account required, with hardware-enforced recording indicators that cannot be disabled.
Wearable Detection and Alerting for Private SpacesC6/10A detection system (hardware sensor + app) for businesses, homes, and private venues that identifies nearby smart glasses and always-on recording devices and alerts owners or triggers policies.