Google: Gemini 3.1 Pro Preview (batch)

Google's Gemini 3.1 Pro Preview (batch) accepts text, images, audio, video, and files as input. It offers a context window of 1,048,576 tokens and can return up to 65,536 tokens per response, which suits long documents or mixed-media inputs handled in a single request. It supports tool calling and reasoning. Structured output support is not specified in the available data. At $1.00 per million input tokens and $6.00 per million output tokens, it is a candidate for teams running large-context or multimodal workloads where cost matters. Its blended score of 74.7 across four benchmarks hides an uneven profile. It scores 100.0 on the AI Index coding measure but only 35.3 on the agentic measure, with 64.7 on EQ-Bench. Shortlist it for coding and long-context analysis, and test it carefully before relying on it for multi-step agent workflows.