Model Comparison
Gemini 3.5 Flash (high)
vs. M (Reasoning)
Comparing 2 AI models · 11 benchmarks · Google, Sarvam
Recommended Pick
Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
M (Reasoning)
$0.00/1M input price
Best Reasoning
Gemini 3.5 Flash (high)
62.8 reasoning score
Blends available reasoning benchmarks
Best for Coding
Gemini 3.5 Flash (high)
45.0 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
M (Reasoning) is ∞x cheaper on input tokens than Gemini 3.5 Flash (high).
Reasoning gap
Gemini 3.5 Flash (high) leads M (Reasoning) by 31.2 points on reasoning.
Coding gap
Gemini 3.5 Flash (high) leads M (Reasoning) by 37.5 points on coding.
Top-pick rationale
Gemini 3.5 Flash (high) wins 11 measurable categories, including Throughput, Reasoning, Intelligence, Coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Gemini 3.5 Flash (high)
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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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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Which answer was more useful?
Full Comparison
| Metric | Top Pick Go Gemini 3.5 Flash (high) | Sa M (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $1.50/1M | $0.00/1M |
| Output Cost | $9.00/1M | $0.00/1M |
| Blended (3:1) | $3.38/1M | — |
| Specifications | ||
| Organization | Sarvam | |
| Release Date | May 19, 2026 | May 23, 2025 |
| Performance & Speed | ||
| Throughput | 217.4 tok/s | — |
| TTFT | 14556ms | — |
| Latency | 14556ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 62.8 | 31.7 |
| Intelligence | 55.3 | 8.4 |
| Coding | 45.0 | 7.5 |
| Standard Benchmarks | ||
| GPQA | 92.2% | 41.6% |
| MMLU Pro | — | 69.6% |
| HLE | 41.0% | 3.3% |
| LiveCodeBench | — | 29.5% |
| MATH 500 | — | 84.7% |
| AIME (Original) | — | 20.3% |
| SciCode | 53.1% | 17.8% |
| LCR | 69.3% | 0.0% |
| IFBench | 76.3% | 31.8% |
| TAU-bench v2 | 95.3% | 0.0% |
| TerminalBench Hard | 40.9% | 2.3% |
Key Takeaways
M (Reasoning) offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Gemini 3.5 Flash (high) has the strongest reasoning profile with a 62.8 reasoning score, combining the available reasoning-heavy benchmarks.
Gemini 3.5 Flash (high) reaches a 45.0 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
Gemini 3.5 Flash (high)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
M (Reasoning)
- Cost-sensitive applications
- High-volume processing