| Signal | Nemotron Nano 12B 2 VL | Delta | Nova Pro 1.0 |
|---|---|---|---|
Capabilities | 67 | +17 | |
Pricing | 1 | -3 | |
Context window size | 81 | -6 | |
Recency | 100 | +52 | |
Output Capacity | 20 | -42 | |
| Overall Result | 2 wins | of 5 | 3 wins |
30
days ranked higher
0
days
0
days ranked higher
NVIDIA
Amazon
Nemotron Nano 12B 2 VL saves you $190.00/month
That's $2280.00/year compared to Nova Pro 1.0 at your current usage level of 100K calls/month.
| Metric | Nemotron Nano 12B 2 VL | Nova Pro 1.0 | Winner |
|---|---|---|---|
| Overall Score | 69 | 59 | Nemotron Nano 12B 2 VL |
| Rank | #142 | #214 | Nemotron Nano 12B 2 VL |
| Quality Rank | #142 | #214 | Nemotron Nano 12B 2 VL |
| Adoption Rank | #142 | #214 | Nemotron Nano 12B 2 VL |
| Parameters | 12B | -- | -- |
| Context Window | 131K | 300K | Nova Pro 1.0 |
| Pricing | $0.20/$0.60/M | $0.80/$3.20/M | -- |
| Signal Scores | |||
| Capabilities | 67 | 50 | Nemotron Nano 12B 2 VL |
| Pricing | 1 | 3 | Nova Pro 1.0 |
| Context window size | 81 | 87 | Nova Pro 1.0 |
| Recency | 100 | 48 | Nemotron Nano 12B 2 VL |
| Output Capacity | 20 | 62 | Nova Pro 1.0 |
Our composite score (0–100) combines six weighted signals: benchmark performance (25%), pricing efficiency (25%), context window size (15%), model recency (15%), output capacity (10%), and capability versatility (10%). Here's what the scores mean for these two models:
Scores 69/100 (rank #142), placing it in the top 51% of all 290 models tracked.
Scores 59/100 (rank #214), placing it in the top 27% of all 290 models tracked.
Nemotron Nano 12B 2 VL has a 10-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.
Nemotron Nano 12B 2 VL offers 80% better value per quality point. At 1M tokens/day, you'd spend $12.00/month with Nemotron Nano 12B 2 VL vs $60.00/month with Nova Pro 1.0 — a $48.00 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
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. Nemotron Nano 12B 2 VL 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 ($0.60/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (69/100) 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
Nemotron Nano 12B 2 VL clearly outperforms Nova Pro 1.0 with a significant 10.400000000000006-point lead. For most general use cases, Nemotron Nano 12B 2 VL is the stronger choice. However, Nova Pro 1.0 may still excel in niche scenarios.
Best for Quality
Nemotron Nano 12B 2 VL
Marginally better benchmark scores; both are excellent
Best for Cost
Nemotron Nano 12B 2 VL
80% lower pricing; better value at scale
Best for Reliability
Nemotron Nano 12B 2 VL
Higher uptime and faster response speeds
Best for Prototyping
Nemotron Nano 12B 2 VL
Stronger community support and better developer experience
Best for Production
Nemotron Nano 12B 2 VL
Wider enterprise adoption and proven at scale
by NVIDIA
| Capability | Nemotron Nano 12B 2 VL | Nova Pro 1.0 |
|---|---|---|
| Vision (Image Input) | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
NVIDIA
Amazon
Nemotron Nano 12B 2 VL saves you $4.20/month
That's 80% 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 | Nemotron Nano 12B 2 VL | Nova Pro 1.0 |
|---|---|---|
| Context Window | 131K | 300K |
| Max Output Tokens | -- | 5,120 |
| Open Source | Yes | No |
| Created | Oct 28, 2025 | Dec 5, 2024 |
Nemotron Nano 12B 2 VL scores 69/100 (rank #142) compared to Nova Pro 1.0's 59/100 (rank #214), giving it a 10-point advantage. Nemotron Nano 12B 2 VL is the stronger overall choice, though Nova Pro 1.0 may excel in specific areas like certain benchmarks.
Nemotron Nano 12B 2 VL is ranked #142 and Nova Pro 1.0 is ranked #214 out of 290+ AI models. Rankings use a composite score combining benchmark performance (25%), pricing (25%), context window (15%), recency (15%), output capacity (10%), and versatility (10%). Scores update hourly.
Nemotron Nano 12B 2 VL is cheaper at $0.60/M output tokens vs Nova Pro 1.0's $3.20/M output tokens — 5.3x more expensive. Input token pricing: Nemotron Nano 12B 2 VL at $0.20/M vs Nova Pro 1.0 at $0.80/M.
Nova Pro 1.0 has a larger context window of 300,000 tokens compared to Nemotron Nano 12B 2 VL's 131,072 tokens. A larger context window means the model can process longer documents and conversations.