Model Comparison
Gemini 3.1 Pro Preview
vs. Motif 3 (Beta)
Comparing 2 AI models · 7 benchmarks · Google, Motif Technologies
Recommended Pick
Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
Motif 3 (Beta)
$0.00/1M input price
Best Reasoning
Gemini 3.1 Pro Preview
62.9 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
Motif 3 (Beta) is ∞x cheaper on input tokens than Gemini 3.1 Pro Preview.
Reasoning gap
Gemini 3.1 Pro Preview leads Motif 3 (Beta) by 5.4 points on reasoning.
Coding gap
Gemini 3.1 Pro Preview leads Motif 3 (Beta) by 6.8 points on coding.
Top-pick rationale
Gemini 3.1 Pro Preview wins 8 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 3.1 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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Motif 3 (Beta)
Motif Technologies
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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Full Comparison
| Metric | Top Pick Go Gemini 3.1 Pro Preview | Mo Motif 3 (Beta) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $2.00/1M | $0.00/1M |
| Output Cost | $12.00/1M | $0.00/1M |
| Blended (3:1) | $4.50/1M | — |
| Specifications | ||
| Organization | Motif Technologies | |
| Release Date | Feb 19, 2026 | Jul 14, 2026 |
| Performance & Speed | ||
| Throughput | 124.0 tok/s | — |
| TTFT | 20912ms | — |
| Latency | 20912ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 62.9 | 57.5 |
| Intelligence | 47.7 | 45.3 |
| Coding | 68.8 | 62.0 |
| Standard Benchmarks | ||
| GPQA | 94.1% | 86.9% |
| HLE | 47.0% | 40.4% |
| SciCode | 58.9% | 44.3% |
| LCR | 79.0% | 70.7% |
| IFBench | 77.1% | — |
| TAU-bench v2 | 95.6% | — |
| TerminalBench Hard | 53.8% | — |
Key Takeaways
Motif 3 (Beta) 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 62.9 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
Gemini 3.1 Pro Preview
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Motif 3 (Beta)
- Cost-sensitive applications
- High-volume processing