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GPT-5.5 Pro vs Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

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 GPT-5.5 Pro and Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image).

OpenAI

GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...

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Google

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) is Google's fastest, most cost-efficient Gemini image model, built for high-velocity developer pipelines and rapid-fire visual exploration. It delivers text-to-image generation...

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Technical Specifications

SpecificationGPT-5.5 ProNano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
ProviderOpenAIGoogle
Context Window1,050,000 tokens65,536 tokens
Agent Suitability98/100N/A
Time to First Token (TTFT)450 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-04-242026-06-30

API Pricing Comparison

Input Price per Million Tokens

GPT-5.5 Pro

$30.00

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

$0.25

Output Price per Million Tokens

GPT-5.5 Pro

$180.00

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

$1.50

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
9650.0%vsN/A
GPT-5.5 Pro
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
HumanEvalPython coding & logic synthesis
9820.0%vsN/A
GPT-5.5 Pro
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
MATHComplex mathematical problem solving
9600.0%vsN/A
GPT-5.5 Pro
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
GPQAGraduate-level expert reasoning
8910.0%vsN/A
GPT-5.5 Pro
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
HellaSwagCommonsense reasoning and inference
9940.0%vsN/A
GPT-5.5 Pro
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
MT-BenchMulti-turn conversation flow quality
990.0%vsN/A
GPT-5.5 Pro
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

GPT-5.5 Pro Quirks & Gotchas

  • Best-in-class instruction following for complex agentic chains
  • Premium pricing — use GPT-5 for cost-sensitive workloads

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) Quirks & Gotchas

No developer gotchas reported.