Model Comparison
Step3 VL 10B
vs. Gemini 3.1 Pro Preview
Comparing 2 AI models · 7 benchmarks · StepFun, Google
Recommended Pick
GoGemini 3.1 Pro Preview10 metric winsStrongest on: Throughput, Reasoning, Intelligence
Lowest Price
Step3 VL 10B
$0.00/1M input price
Best Reasoning
Gemini 3.1 Pro Preview
61.8 reasoning score
Blends available reasoning benchmarks
Best for Coding
Gemini 3.1 Pro Preview
68.8 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
Step3 VL 10B is ∞x cheaper on input tokens than Gemini 3.1 Pro Preview.
Reasoning gap
Gemini 3.1 Pro Preview leads Step3 VL 10B by 32.2 points on reasoning.
Top-pick rationale
Gemini 3.1 Pro Preview wins 10 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Step3 VL 10B
StepFun
TTFT
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Time
—
tok/s
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Tokens
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Cost
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Gemini 3.1 Pro Preview
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Chat with leading AI models
Use Claude, ChatGPT, Gemini alongside with EU-Hosted Models like Deepseek, Qwen & Kimi.
EU-hosted inference
Servers in Germany & Finland. Designed to meet strict GDPR and ISO 27001 compliance requirements.
Full Comparison
| Metric | St Step3 VL 10B | Top Pick Go Gemini 3.1 Pro Preview |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $2.00/1M |
| Output Cost | $0.00/1M | $12.00/1M |
| Blended (3:1) | — | $4.50/1M |
| Specifications | ||
| Organization | StepFun | |
| Release Date | Jan 20, 2026 | Feb 19, 2026 |
| Performance & Speed | ||
| Throughput | — | 136.5 tok/s |
| TTFT | — | 22450ms |
| Latency | — | 22450ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 29.6 | 61.8 |
| Intelligence | 9.5 | 46.5 |
| Coding | — | 68.8 |
| Standard Benchmarks | ||
| GPQA | 69.0% | 94.1% |
| HLE | 10.2% | 44.7% |
| SciCode | 31.1% | 58.9% |
| LCR | 0.0% | 72.7% |
| IFBench | 50.2% | 77.1% |
| TAU-bench v2 | 16.1% | 95.6% |
| TerminalBench Hard | 5.3% | 53.8% |
Key Takeaways
Step3 VL 10B 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 61.8 reasoning score,combining the available reasoning-heavy benchmarks.
Gemini 3.1 Pro Preview reaches a 68.8 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
Step3 VL 10B
- Cost-sensitive applications
- High-volume processing
Gemini 3.1 Pro Preview
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
