GPTvsGemini

GPT 5.4 vs Gemini 3.1 Pro

Side-by-side comparison of pricing, task quality, and projected cost at higher scale.

Pricing

Side-by-side pricing

GPT 5.4

Mid-tier

Gemini 3.1 Pro

Mid-tier
Input $/MTok
$2.50
$2.00
Output $/MTok
$15.00
$12.00
Cache discount
90% off
75% off
Context
128K
1,000K

Quality

Task confidence comparison

Confidence score from zero to one hundred by task type, where higher is better.
Code Generation
84
vs
86
Code Review
82
vs
84
Summarization
91
vs
87
Q&A
91
vs
87
Extraction
89
vs
85
Reasoning
80
vs
90
Classification
88
vs
86
Creative Writing
78
vs
84
GPT 5.4
Gemini 3.1 Pro

Guidance

When to use GPT 5.4 vs Gemini 3.1 Pro

Choose GPT 5.4 when...

  • -You need strong summarization (confidence 91 vs 87)
  • -You need strong q&a (confidence 91 vs 87)
  • -You need strong extraction (confidence 89 vs 85)
  • -You need strong classification (confidence 88 vs 86)

Choose Gemini 3.1 Pro when...

  • -You need strong reasoning (confidence 90 vs 80)
  • -You need strong code generation (confidence 86 vs 84)
  • -You need strong code review (confidence 84 vs 82)
  • -You need strong creative writing (confidence 84 vs 78)
  • -Cost matters: 20% cheaper on input tokens
  • -You need a larger context window (1,000K vs 128K)

At scale

Cost at scale

Estimated cost assuming a seventy percent input and thirty percent output token split.
GPT 5.4
Gemini 3.1 Pro
100K tokens
$0.63
$0.50Cheaper
1M tokens
$6.25
$5.00Cheaper
10M tokens
$62.50
$50.00Cheaper

FAQ

When should I use GPT 5.4 instead of Gemini 3.1 Pro?

GPT 5.4 outperforms Gemini 3.1 Pro for Summarization, Q&A, Extraction. It costs $2.50/$15.00 per million tokens (input/output).

Is Gemini 3.1 Pro cheaper than GPT 5.4?

Yes. Gemini 3.1 Pro input costs $2.00/MTok vs $2.50/MTok for GPT 5.4, saving 20% on input.

What are the context window sizes for GPT 5.4 and Gemini 3.1 Pro?

GPT 5.4 has a 128K token context window. Gemini 3.1 Pro has a 1,000K token context window.

Track your real costs

Comparisons show estimated costs at list price. The dashboard reveals your real spend and savings.