LLM Model Compatibility Checker

Developers struggle to figure out which LLMs run on their hardware and at what speed. A simple web tool that tests and benchmarks models against your specific device, showing which ones work best.

Local LLM adoption is accelerating fast right now — Ollama crossed a million pulls, consumer GPUs are increasingly viable for inference, and developers are genuinely confused about what runs where at acceptable speeds. No clear incumbent owns this specific niche; llama.cpp and Ollama surface some compatibility info but no dedicated tool benchmarks your actual hardware against the full model landscape. The $1k–5k/mo revenue band is realistic as a freemium utility with a paid tier for detailed reports or team sharing, though the ceiling is low because the core value is a one-time lookup, not a recurring workflow. The biggest risk is that Ollama, Hugging Face, or a similar platform bakes this directly into their product, instantly killing the reason to visit a standalone tool.