PinchBench is a benchmarking platform designed to evaluate language models as coding agents in real-world scenarios. It runs the same practical tasks across different models and measures performance based on success rate, speed, and cost. With these insights, developers can clearly compare options and make informed decisions, optimizing AI usage in development workflows with greater efficiency and predictability.