Model Comparison
M (Reasoning)
vs. Step 3.5 Flash 2603
Comparing 2 AI models · 0 benchmarks · Sarvam, StepFun
Recommended Pick
StStep 3.5 Flash 26032 metric winsStrongest on: Reasoning, Intelligence
Lowest Price
M (Reasoning)
$0.00/1M input price
Best Reasoning
Step 3.5 Flash 2603
26.5 reasoning score
Blends available reasoning benchmarks
Differences That Matter
Price gap
M (Reasoning) is ∞x cheaper on input tokens than Step 3.5 Flash 2603.
Reasoning gap
Step 3.5 Flash 2603 leads M (Reasoning) by 23.9 points on reasoning.
Top-pick rationale
Step 3.5 Flash 2603 wins 2 measurable categories, including Reasoning, Intelligence.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
M (Reasoning)
Sarvam
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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Step 3.5 Flash 2603
StepFun
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?
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OpenAI-compatible inference
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Full Comparison
| Metric | Sa M (Reasoning) | Top Pick St Step 3.5 Flash 2603 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.10/1M |
| Output Cost | $0.00/1M | $0.30/1M |
| Blended (3:1) | — | $0.15/1M |
| Specifications | ||
| Organization | Sarvam | StepFun |
| Release Date | May 23, 2025 | Apr 2, 2026 |
| Performance & Speed | ||
| Throughput | — | 205.0 tok/s |
| TTFT | — | 1060ms |
| Latency | — | 10810ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 2.6 | 26.5 |
| Intelligence | 2.6 | 26.5 |
Key Takeaways
M (Reasoning) offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Step 3.5 Flash 2603 has the strongest reasoning profile with a 26.5 reasoning score,combining the available reasoning-heavy benchmarks.
All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
M (Reasoning)
- Cost-sensitive applications
- High-volume processing
Step 3.5 Flash 2603
- Complex reasoning tasks
- Research & analysis
