GPT-5.4 vs Gemini 3.1 Pro - Breadth Meets Reasoning Depth
GPT-5.4 leads on computer use and enterprise productivity. Gemini 3.1 Pro leads on science reasoning and math at 20% lower cost. A benchmark-by-benchmark comparison.
Gemini 3.1 pro
Gemini 3.1 Pro Tops Benchmarks but Developers Can't Rely on It
Gemini 3.1 Pro leads ARC-AGI-2, LiveCodeBench, and 11 other benchmarks with 750 million users and 21.5% market share - but developers report stalled responses, leaked thinking tokens, and API outages that make it unusable for production coding and agent workflows.
Kimi K2.5 vs Gemini 3.1 Pro: Math Prodigy vs the Knowledge Generalist
Detailed comparison of Moonshot AI's Kimi K2.5 and Google DeepMind's Gemini 3.1 Pro - a trillion-parameter open MoE against Google's flagship multimodal model.
Gemini 3.1 Pro Is the Best Model You Can't Use: 99-Hour Lockouts, Phantom Quota Drain, and Broken Tool Calling
Four days after launch, Gemini 3.1 Pro's benchmark-topping performance is overshadowed by 90-hour lockouts for paying subscribers, quota draining while idle, and tool-calling bugs that break LangChain, n8n, and RooCode. Developers are switching to Claude.
