Model Comparison
Ring-flash-2.0
vs. Solar Pro 3
Comparing 2 AI models · 10 benchmarks · InclusionAI, Upstage
Recommended Pick
UpSolar Pro 38 metric winsStrongest on: Input price, Output price, Intelligence
Lowest Price
Solar Pro 3
$0.00/1M input price
Best Reasoning
Ring-flash-2.0
51.4 reasoning score
Blends available reasoning benchmarks
Best for Coding
Solar Pro 3
16.2 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 3 is ∞x cheaper on input tokens than Ring-flash-2.0.
Reasoning gap
Ring-flash-2.0 leads Solar Pro 3 by 19.2 points on reasoning.
Top-pick rationale
Solar Pro 3 wins 8 measurable categories, including Input price, Output price, Intelligence, HLE.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Ring-flash-2.0
InclusionAI
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Solar Pro 3
Upstage
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
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Full Comparison
| Metric | In Ring-flash-2.0 | Top Pick Up Solar Pro 3 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.14/1M | $0.00/1M |
| Output Cost | $0.57/1M | $0.00/1M |
| Blended (3:1) | $0.25/1M | — |
| Specifications | ||
| Organization | InclusionAI | Upstage |
| Release Date | Sep 19, 2025 | Apr 6, 2026 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 51.4 | 32.2 |
| Intelligence | 8.2 | 14.1 |
| Coding | — | 16.2 |
| Math | 83.7 | — |
| Standard Benchmarks | ||
| GPQA | 72.5% | 72.4% |
| MMLU Pro | 79.3% | — |
| HLE | 8.9% | 10.1% |
| LiveCodeBench | 62.8% | — |
| AIME 2025 | 83.7% | — |
| SciCode | 16.8% | 24.7% |
| LCR | 21.0% | 27.0% |
| IFBench | 43.3% | 71.2% |
| TAU-bench v2 | 0.0% | 86.3% |
| TerminalBench Hard | 7.6% | 7.6% |
Key Takeaways
Solar Pro 3 offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Ring-flash-2.0 has the strongest reasoning profile with a 51.4 reasoning score,combining the available reasoning-heavy benchmarks.
Solar Pro 3 reaches a 16.2 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
Ring-flash-2.0
- Complex reasoning tasks
- Research & analysis
Solar Pro 3
- Cost-sensitive applications
- High-volume processing
- Code generation
- Software development
