Model Comparison
Doubao Seed Code
vs. Gemma 4 31B (Reasoning)
Comparing 2 AI models · 10 benchmarks · ByteDance Seed, Google
Recommended Pick
Go Gemma 4 31B (Reasoning) 9 metric wins Strongest on: Throughput, Intelligence, Coding
Lowest Price
Doubao Seed Code
$0.00/1M input price
Best Reasoning
Doubao Seed Code
56.4 reasoning score
Blends available reasoning benchmarks
Best for Coding
Gemma 4 31B (Reasoning)
38.7 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Reasoning gap
Doubao Seed Code leads Gemma 4 31B (Reasoning) by 7.2 points on reasoning.
Coding gap
Gemma 4 31B (Reasoning) leads Doubao Seed Code by 7.4 points on coding.
Top-pick rationale
Gemma 4 31B (Reasoning) wins 9 measurable categories, including Throughput, Intelligence, Coding, GPQA.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Doubao Seed Code
ByteDance Seed
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Gemma 4 31B (Reasoning)
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | By Doubao Seed Code | Top Pick Go Gemma 4 31B (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.00/1M |
| Output Cost | $0.00/1M | $0.00/1M |
| Specifications | ||
| Organization | ByteDance Seed | |
| Release Date | Nov 11, 2025 | Apr 2, 2026 |
| Performance & Speed | ||
| Throughput | — | 34.4 tok/s |
| TTFT | — | 937ms |
| Latency | — | 51332ms |
| Composite Indices | ||
| Reasoning Score | 56.4 | 49.2 |
| Intelligence | 33.5 | 39.2 |
| Coding | 31.3 | 38.7 |
| Math | 79.3 | — |
| Standard Benchmarks | ||
| GPQA | 76.4% | 85.7% |
| MMLU Pro | 85.4% | — |
| HLE | 13.3% | 22.7% |
| LiveCodeBench | 76.6% | — |
| AIME 2025 | 79.3% | — |
| SciCode | 40.7% | 43.4% |
| LCR | 65.3% | 62.0% |
| IFBench | 51.4% | 75.6% |
| TAU-bench v2 | 58.2% | 59.9% |
| TerminalBench Hard | 26.5% | 36.4% |
Key Takeaways
Doubao Seed Code offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Doubao Seed Code has the strongest reasoning profile with a 56.4 reasoning score, combining the available reasoning-heavy benchmarks.
Gemma 4 31B (Reasoning) reaches a 38.7 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
Doubao Seed Code
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
Gemma 4 31B (Reasoning)
- Code generation
- Software development
Recommended Comparisons
Popular alternatives 
