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Gemini 3.1 Pro Preview vs GPT-5.5

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview and GPT-5.5.

Google

Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...

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OpenAI

GPT-5.5

GPT-5.5 is OpenAI’s frontier model designed for complex professional workloads, building on GPT-5.4 with stronger reasoning, higher reliability, and improved token efficiency on hard tasks. It features a 1M+ token...

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Technical Specifications

SpecificationGemini 3.1 Pro PreviewGPT-5.5
ProviderGoogleOpenAI
Context Window1,048,576 tokens1,050,000 tokens
Agent SuitabilityN/A95/100
Time to First Token (TTFT)N/A380 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-192026-04-24

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview

$2.00

GPT-5.5

$5.00

Output Price per Million Tokens

Gemini 3.1 Pro Preview

$12.00

GPT-5.5

$30.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs9420.0%
Gemini 3.1 Pro Preview
GPT-5.5
HumanEvalPython coding & logic synthesis
N/Avs9680.0%
Gemini 3.1 Pro Preview
GPT-5.5
MATHComplex mathematical problem solving
N/Avs9350.0%
Gemini 3.1 Pro Preview
GPT-5.5
GPQAGraduate-level expert reasoning
N/Avs8420.0%
Gemini 3.1 Pro Preview
GPT-5.5
HellaSwagCommonsense reasoning and inference
N/Avs9900.0%
Gemini 3.1 Pro Preview
GPT-5.5
MT-BenchMulti-turn conversation flow quality
N/Avs970.0%
Gemini 3.1 Pro Preview
GPT-5.5

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.

GPT-5.5 Quirks & Gotchas

  • Best for JSON schema adherence — strict mode available via response_format parameter
  • Requires explicit tool_choice for deterministic function calling