Model Comparison
Gemma 4 31B (Non-reasoning)
vs. GPT-5.5 (xhigh)
Comparing 2 AI models · 7 benchmarks · Google, OpenAI
Recommended Pick
Op GPT-5.5 (xhigh) 11 metric wins Strongest on: Throughput, Reasoning, Intelligence
Best Value
Gemma 4 31B (Non-reasoning)
100.0 value score
40.0 reasoning / $0.21/1M
Lowest Price
Gemma 4 31B (Non-reasoning)
$0.14/1M input price
Best Reasoning
GPT-5.5 (xhigh)
66.0 reasoning score
Blends available reasoning benchmarks
Best for Coding
GPT-5.5 (xhigh)
59.1 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Best value
Gemma 4 31B (Non-reasoning) has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Gemma 4 31B (Non-reasoning) is 35.7x cheaper on input tokens than GPT-5.5 (xhigh).
Speed gap
GPT-5.5 (xhigh) generates about 2.4x as many tokens per second as Gemma 4 31B (Non-reasoning).
Reasoning gap
GPT-5.5 (xhigh) leads Gemma 4 31B (Non-reasoning) by 26.0 points on reasoning.
Coding gap
GPT-5.5 (xhigh) leads Gemma 4 31B (Non-reasoning) by 25.2 points on coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Gemma 4 31B (Non-reasoning)
TTFT
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Time
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tok/s
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Tokens
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Cost
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GPT-5.5 (xhigh)
OpenAI
TTFT
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Time
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tok/s
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Tokens
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Cost
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Which answer was more useful?
Full Comparison
| Metric | Go Gemma 4 31B (Non-reasoning) | Top Pick Op GPT-5.5 (xhigh) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.14/1M | $5.00/1M |
| Output Cost | $0.40/1M | $30.00/1M |
| Blended (3:1) | $0.21/1M | $11.25/1M |
| Specifications | ||
| Organization | OpenAI | |
| Release Date | Apr 2, 2026 | Apr 23, 2026 |
| Performance & Speed | ||
| Throughput | 27.7 tok/s | 66.5 tok/s |
| TTFT | 713ms | 37889ms |
| Latency | 713ms | 37889ms |
| Composite Indices | ||
| Value Score | 100.0 | 3.0 |
| Reasoning Score | 40.0 | 66.0 |
| Intelligence | 32.3 | 60.2 |
| Coding | 33.9 | 59.1 |
| Standard Benchmarks | ||
| GPQA | 76.3% | 93.5% |
| HLE | 11.5% | 44.3% |
| SciCode | 41.1% | 56.1% |
| LCR | 36.0% | 74.3% |
| IFBench | 53.5% | 75.9% |
| TAU-bench v2 | 65.5% | 93.9% |
| TerminalBench Hard | 30.3% | 60.6% |
Key Takeaways
Gemma 4 31B (Non-reasoning) offers the best value at $0.14/1M, making it ideal for high-volume applications and cost-conscious projects.
GPT-5.5 (xhigh) has the strongest reasoning profile with a 66.0 reasoning score, combining the available reasoning-heavy benchmarks.
GPT-5.5 (xhigh) reaches a 59.1 coding index, making it the top choice for software development and code generation tasks.
All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Gemma 4 31B (Non-reasoning)
- Cost-sensitive applications
- High-volume processing
GPT-5.5 (xhigh)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
