Gemini 3.1 Pro Preview is designed to further optimize the performance and reliability of the Gemini 3 Pro series, offering improved reasoning capabilities, greater token efficiency, and a more robust, factually consistent user experience. It is optimized for software-engineering behaviors and usability, and is also suitable for agent workflows that require precise tool invocation and reliable multi-step execution, enabling stable operation across a variety of real-world scenarios.
Gemini 3.1 Pro Preview vs GPT 5.5
Compare Gemini 3.1 Pro Preview from Google and GPT 5.5 from OpenAI on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds of others through the AIHubMix API.
GPT-5.5 raises the baseline for complex production workflows. It’s a strong fit for coding use cases, tool-heavy agents, grounded assistants, long-context retrieval, product-spec-to-plan workflows, and customer-facing workflows where execution quality and response polish are critical.
Pricing & Specifications
Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.
Promotional prices show the discounted rate; see each model page for promotion windows.
Activity Past 30 Days
Daily traffic served through AIHubMix — how demand for each model is trending.
Tokens / day
Requests / day
Performance Past 3 Days
Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.
Throughput (tok/s)
TTFT (s)
Uptime (%)
LMArena Benchmarks
LMArena ratings by capability (Bradley-Terry, commonly called Elo). Higher is better.
Source: LMArena (arena.ai) leaderboard, imported by AIHubMix. Models without published ratings are omitted per chart.
Cost calculator
Estimate your monthly bill for the same workload on each model.
Monthly = daily × 30. Discounted rates applied where a promotion is active.
FAQ
Which is cheaper: Gemini 3.1 Pro Preview, GPT 5.5?
Gemini 3.1 Pro Preview: $12/M output tokens; GPT 5.5: $30/M. Use the cost calculator above to estimate your own workload.
How do their coding arena scores compare?
Gemini 3.1 Pro Preview: 1521; GPT 5.5: 1509 (LMArena coding leaderboard).
Which responds faster?
GPT 5.5: 5.1s time to first token measured on AIHubMix; see the live performance charts above for how each model behaves across the day.
How large is each context window?
Gemini 3.1 Pro Preview accepts 1,000,000 and GPT 5.5 accepts 1,050,000 input tokens. Maximum output per request is 64,000 tokens on Gemini 3.1 Pro Preview and 128,000 tokens on GPT 5.5.
Which one generates tokens faster?
Gemini 3.1 Pro Preview at 98.2 tok/s and GPT 5.5 at 64.4 tok/s, measured as output throughput on AIHubMix — a separate metric from time to first token.
What inputs and capabilities does each model support?
Gemini 3.1 Pro Preview accepts text, image, audio and video input and supports thinking, tool calling, function calling, structured outputs, web search, deep search and long context; GPT 5.5 accepts text and image input and supports thinking, function calling, structured outputs, web search and tool calling.
Can I call Gemini 3.1 Pro Preview and GPT 5.5 with the same API key?
Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.
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