Model Comparison
Solar Pro 2 (Preview) (Reasoning)
vs. Gemini 3.1 Pro Preview
Comparing 2 AI models · 11 benchmarks · Upstage, Google
Recommended Pick
Go Gemini 3.1 Pro Preview 6 metric wins Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
Solar Pro 2 (Preview) (Reasoning)
$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
Solar Pro 2 (Preview) (Reasoning) is ∞x cheaper on input tokens than Gemini 3.1 Pro Preview.
Reasoning gap
Gemini 3.1 Pro Preview leads Solar Pro 2 (Preview) (Reasoning) by 17.6 points on reasoning.
Top-pick rationale
Gemini 3.1 Pro Preview wins 6 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.
Solar Pro 2 (Preview) (Reasoning)
Upstage
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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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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Which answer was more useful?
Full Comparison
| Metric | Up Solar Pro 2 (Preview) (Reasoning) | 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 | Upstage | |
| Release Date | May 20, 2025 | Feb 19, 2026 |
| Performance & Speed | ||
| Throughput | — | 127.0 tok/s |
| TTFT | — | 26622ms |
| Latency | — | 26622ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 47.7 | 65.3 |
| Intelligence | 18.8 | 57.2 |
| Coding | — | 55.5 |
| Standard Benchmarks | ||
| GPQA | 57.8% | 94.1% |
| MMLU Pro | 76.8% | — |
| HLE | 5.7% | 44.7% |
| LiveCodeBench | 46.2% | — |
| MATH 500 | 90.0% | — |
| AIME (Original) | 66.3% | — |
| SciCode | 16.4% | 58.9% |
| LCR | — | 72.7% |
| IFBench | — | 77.1% |
| TAU-bench v2 | — | 95.6% |
| TerminalBench Hard | — | 53.8% |
Key Takeaways
Solar Pro 2 (Preview) (Reasoning) 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
Solar Pro 2 (Preview) (Reasoning)
- Cost-sensitive applications
- High-volume processing
Gemini 3.1 Pro Preview
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
