When comparing Gemini 3.1 Pro and ChatGPT (GPT-5.4) for enterprise coding...

https://www.slideserve.com/aaron_ward92/why-does-everyone-quote-one-hallucination-number-without-saying-the-benchmark

When comparing Gemini 3.1 Pro and ChatGPT (GPT-5.4) for enterprise coding support, cost and capability are key. Gemini 3.1 Pro offers up to 1 million tokens per session, enabling longer code interactions. ChatGPT’s GPT-5