Model Comparison
Gemini 3.1 Pro Preview
vs. Doubao Seed Code
Comparing 2 AI models · 10 benchmarks · Google, ByteDance Seed
Recommended Pick
Go Gemini 3.1 Pro Preview 11 metric wins Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
Doubao Seed Code
$0.00/1M input price
Best Reasoning
Gemini 3.1 Pro Preview
65.3 reasoning score
Blends available reasoning benchmarks
Best for Coding
Gemini 3.1 Pro Preview
55.5 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Price gap
Doubao Seed Code is ∞x cheaper on input tokens than Gemini 3.1 Pro Preview.
Reasoning gap
Gemini 3.1 Pro Preview leads Doubao Seed Code by 9.0 points on reasoning.
Coding gap
Gemini 3.1 Pro Preview leads Doubao Seed Code by 24.2 points on coding.
Top-pick rationale
Gemini 3.1 Pro Preview wins 11 measurable categories, including Throughput, Reasoning, Intelligence, Coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Gemini 3.1 Pro Preview
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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Doubao Seed Code
ByteDance Seed
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 | Top Pick Go Gemini 3.1 Pro Preview | By Doubao Seed Code |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $2.00/1M | $0.00/1M |
| Output Cost | $12.00/1M | $0.00/1M |
| Blended (3:1) | $4.50/1M | — |
| Specifications | ||
| Organization | ByteDance Seed | |
| Release Date | Feb 19, 2026 | Nov 11, 2025 |
| Performance & Speed | ||
| Throughput | 126.8 tok/s | — |
| TTFT | 25467ms | — |
| Latency | 25467ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 65.3 | 56.4 |
| Intelligence | 57.2 | 33.5 |
| Coding | 55.5 | 31.3 |
| Math | — | 79.3 |
| Standard Benchmarks | ||
| GPQA | 94.1% | 76.4% |
| MMLU Pro | — | 85.4% |
| HLE | 44.7% | 13.3% |
| LiveCodeBench | — | 76.6% |
| AIME 2025 | — | 79.3% |
| SciCode | 58.9% | 40.7% |
| LCR | 72.7% | 65.3% |
| IFBench | 77.1% | 51.4% |
| TAU-bench v2 | 95.6% | 58.2% |
| TerminalBench Hard | 53.8% | 26.5% |
Key Takeaways
Doubao Seed Code offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Gemini 3.1 Pro Preview has the strongest reasoning profile with a 65.3 reasoning score, combining the available reasoning-heavy benchmarks.
Gemini 3.1 Pro Preview reaches a 55.5 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
Gemini 3.1 Pro Preview
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Doubao Seed Code
- Cost-sensitive applications
- High-volume processing
