Nova Pro 1.0 vs Qwen2.5 Coder 32B Instruct
| Signal | Nova Pro 1.0 | Delta | Qwen2.5 Coder 32B Instruct |
|---|---|---|---|
Capabilities | 50 | +17 | |
Pricing | 97 | -2 | |
Context window size | 87 | +15 | |
Recency | 14 | +4 | |
Output Capacity | 59 | -12 | |
| Overall Result | 3 wins | of 5 | 2 wins |
Score History
40
current score
Tied
right now
40
current score
Nova Pro 1.0
Amazon
Qwen2.5 Coder 32B Instruct
Alibaba
Qwen2.5 Coder 32B Instruct saves you $124.00/month
That's $1488.00/year compared to Nova Pro 1.0 at your current usage level of 100K calls/month.
| Metric | Nova Pro 1.0 | Qwen2.5 Coder 32B Instruct | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #398 | #399 | Nova Pro 1.0 |
| Quality Rank | #398 | #399 | Nova Pro 1.0 |
| Adoption Rank | #398 | #399 | Nova Pro 1.0 |
| Parameters | -- | 32B | -- |
| Context Window | 300K | 33K | Nova Pro 1.0 |
| Pricing | $0.80/$3.20/M | $0.66/$1.00/M | -- |
| Signal Scores | |||
| Capabilities | 50 | 33 | Nova Pro 1.0 |
| Pricing | 97 | 99 | Qwen2.5 Coder 32B Instruct |
| Context window size | 87 | 72 | Nova Pro 1.0 |
| Recency | 14 | 9 | Nova Pro 1.0 |
| Output Capacity | 59 | 72 | Qwen2.5 Coder 32B Instruct |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 40/100 (rank #398), placing it in the top -37% of all 290 models tracked.
Scores 40/100 (rank #399), placing it in the top -37% of all 290 models tracked.
With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose Nova Pro 1.0 when you need:
- Processing long documents or large codebases (300K token context)
- Multimodal workflows that require image understanding
- Agentic applications using tool/function calling
Choose Qwen2.5 Coder 32B Instruct when you need:
- High-volume production workloads where API costs must be minimized
- Self-hosted deployments where you need full control over the model
Qwen2.5 Coder 32B Instruct offers 59% better value per quality point. At 1M tokens/day, you'd spend $24.90/month with Qwen2.5 Coder 32B Instruct vs $60.00/month with Nova Pro 1.0 - a $35.10 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Qwen2.5 Coder 32B Instruct also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (300K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($1.00/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Nova Pro 1.0 and Qwen2.5 Coder 32B Instruct are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
By Use Case
Best for Quality
Nova Pro 1.0
Marginally better benchmark scores; both are excellent
Best for Cost
Qwen2.5 Coder 32B Instruct
59% lower pricing; better value at scale
Best for Reliability
Nova Pro 1.0
Higher uptime and faster response speeds
Best for Prototyping
Nova Pro 1.0
Stronger community support and better developer experience
Best for Production
Nova Pro 1.0
Wider enterprise adoption and proven at scale
by Amazon
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | Nova Pro 1.0 | Qwen2.5 Coder 32B Instruct |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Nova Pro 1.0
Amazon
Qwen2.5 Coder 32B Instruct
Alibaba
Qwen2.5 Coder 32B Instruct saves you $2.89/month
That's 55% cheaper than Nova Pro 1.0 at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Nova Pro 1.0 | Qwen2.5 Coder 32B Instruct |
|---|---|---|
| Context Window | 300K | 33K |
| Max Output Tokens | 5,120 | 29,491 |
| Open Source | No | Yes |
| Created | Dec 5, 2024 | Nov 11, 2024 |