Gemini 3.1 Pro Preview Custom Tools vs Qwen 2.5-Coder 32B
How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview Custom Tools and Qwen 2.5-Coder 32B.
Gemini 3.1 Pro Preview Custom Tools
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...
Qwen 2.5-Coder 32B
Qwen 2.5-Coder 32B is Alibaba's specialized code generation model built on the Qwen 2.5 architecture, fine-tuned on a massive corpus of code repositories, technical documentation, and programming discussions. It achieves competitive results against GPT-4o and Claude Sonnet on coding benchmarks like HumanEval, MBPP, and LiveCodeBench while supporting a broad range of programming languages from Python and JavaScript to Rust and Go. Its 128K context window enables whole-repository analysis and complex multi-file refactoring tasks.
Technical Specifications
| Specification | Gemini 3.1 Pro Preview Custom Tools | Qwen 2.5-Coder 32B |
|---|---|---|
| Provider | Alibaba | |
| Context Window | 1,048,756 tokens | 131,072 tokens |
| Agent Suitability | N/A | 89/100 |
| Time to First Token (TTFT) | N/A | 260 ms |
| Deployment Model | managed api | self hostable |
| Production Stability | beta | stable |
| API Available | Yes | Yes |
| Released Date | 2026-02-25 | 2025-11-12 |
API Pricing Comparison
Input Price per Million Tokens
Gemini 3.1 Pro Preview Custom Tools
$2.00
Qwen 2.5-Coder 32B
$0.35
Output Price per Million Tokens
Gemini 3.1 Pro Preview Custom Tools
$12.00
Qwen 2.5-Coder 32B
$0.70
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Benchmark Performance Metrics
Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.
Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas
No developer gotchas reported.
Qwen 2.5-Coder 32B Quirks & Gotchas
- ▸Strong code generation across 40+ languages — excellent for multi-language repos
- ▸Available via Alibaba Cloud API or self-hosted