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Gemini 3.1 Pro Preview Custom Tools vs GPT-5.5 Pro

Signal-by-Signal Comparison
SignalGemini 3.1 Pro Preview Custom ToolsDeltaGPT-5.5 Pro
Capabilities
100
--
100
Benchmarks
92
0
92
Pricing
88
+83
5
Context window size
86
--
86
Recency
100
--
100
Output Capacity
80
-5
85
Overall Result
1 wins
of 6
2 wins
GPT-5.5 Pro wins 2 of 6 signals

Score History

Score History (21 data points)
Gemini 3.1 Pro Preview Custom ToolsGPT-5.5 Pro
Gemini 3.1 Pro Preview Custom Tools

91.7

current score

Leader

GPT-5.5 Pro

right now

GPT-5.5 Pro

92.2

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Gemini 3.1 Pro Preview Custom Tools

Google

Best Value
Per request$0.008000
Daily$26.67
Monthly$800.00
Annual$9600.00

GPT-5.5 Pro

OpenAI

Per request$0.120000
Daily$400.00
Monthly$12000.00
Annual$144000.00

Gemini 3.1 Pro Preview Custom Tools saves you $11200.00/month

That's $134400.00/year compared to GPT-5.5 Pro at your current usage level of 100K calls/month.

93% cheaper
Choose Gemini 3.1 Pro Preview Custom Tools for cost optimization

Gemini 3.1 Pro Preview Custom Tools pricing:
Input:$2.00/M tokens
Output:$12.00/M tokens
GPT-5.5 Pro pricing:
Input:$30.00/M tokens
Output:$180.00/M tokens
Winner
GPT-5.5 Pro

OpenAI

92

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.1 Pro Preview Custom ToolsGPT-5.5 ProWinner
Overall Score
92
92
GPT-5.5 Pro
Rank#8#6
GPT-5.5 Pro
Quality Rank#8#6
GPT-5.5 Pro
Adoption Rank#8#6
GPT-5.5 Pro
Parameters------
Context Window1049K1050K
GPT-5.5 Pro
Pricing$2.00/$12.00/M$30.00/$180.00/M--
Signal Scores
Capabilities
100
100
Gemini 3.1 Pro Preview Custom Tools
Benchmarks
92
92
GPT-5.5 Pro
Pricing
88
5
Gemini 3.1 Pro Preview Custom Tools
Context window size
86
86
Gemini 3.1 Pro Preview Custom Tools
Recency
100
100
Gemini 3.1 Pro Preview Custom Tools
Output Capacity
80
85
GPT-5.5 Pro
Benchmark Head-to-Head(5 benchmarks)
Gemini 3.1: 2GPT-5.5 Pro: 1
Gemini 3.1
GPT-5.5 Pro
Normalized 0-100%
MMLU
92.6%92.4%
MMLU-Pro
91.2%-
GPQA Diamond
94.3%93.6%
SWE-bench Verified
80.6%88.7%
Arena Elo
1494-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Gemini 3.1 Pro Preview Custom ToolsElite Tier

Scores 92/100 (rank #8), placing it in the top 98% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.5 ProElite Tier

Scores 92/100 (rank #6), placing it in the top 98% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 1-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Gemini 3.1 Pro Preview Custom Tools when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving

Choose GPT-5.5 Pro when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Gemini 3.1 Pro Preview Custom ToolsBest Value
Input cost$2.00/M tokens
Output cost$12.00/M tokens
Cost per quality point$0.153
Est. monthly (1M tokens/day)$210.00
GPT-5.5 Pro
Input cost$30.00/M tokens
Output cost$180.00/M tokens
Cost per quality point$2.278
Est. monthly (1M tokens/day)$3150.00

Gemini 3.1 Pro Preview Custom Tools offers 93% better value per quality point. At 1M tokens/day, you'd spend $210.00/month with Gemini 3.1 Pro Preview Custom Tools vs $3150.00/month with GPT-5.5 Pro - a $2940.00 monthly difference.

Latency & Speed
Gemini 3.1 Pro Preview Custom ToolsFaster
Speed score0/100
GPT-5.5 Pro
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Gemini 3.1 Pro Preview Custom Tools

Customer support chatbot

Suitable for user-facing chat with competitive response times. Gemini 3.1 Pro Preview Custom Tools also offers lower per-token costs for high-volume support

Gemini 3.1 Pro Preview Custom Tools

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.5 Pro

Batch data extraction

Lower output pricing ($12.00/M) reduces costs when processing thousands of records daily

Gemini 3.1 Pro Preview Custom Tools

Creative writing & content

Higher overall composite score (92/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.5 Pro

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Gemini 3.1 Pro Preview Custom Tools
Which Should You Choose?
Our recommendation:
GPT-5.5 Pro

Gemini 3.1 Pro Preview Custom Tools and GPT-5.5 Pro are extremely close in overall performance (only 0.5 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 93% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale
GPT-5.5 Pro
Recommended

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityGemini 3.1 Pro Preview Custom ToolsGPT-5.5 Pro
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemini 3.1 Pro Preview Custom Tools

Google

Best Value
$18.00
estimated monthly cost

GPT-5.5 Pro

OpenAI

$270.00
estimated monthly cost

Gemini 3.1 Pro Preview Custom Tools saves you $252.00/month

That's 93% cheaper than GPT-5.5 Pro at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGemini 3.1 Pro Preview Custom ToolsGPT-5.5 Pro
Context Window1.0M1.1M
Max Output Tokens65,536128,000
Open SourceNoNo
CreatedFeb 25, 2026Apr 24, 2026
Last updated: 13m ago

相关对比

Gemini 3.1 Pro Preview Custom Tools vs GPT-5.5 Pro (2026) | LM Market Cap