| Signal | GPT-4.1 | Delta | Nova 2 Lite |
|---|---|---|---|
Capabilities | 83 | +17 | |
Pricing | 8 | +6 | |
Context window size | 96 | +0 | |
Recency | 72 | -28 | |
Output Capacity | 75 | -5 | |
| Overall Result | 3 wins | of 5 | 2 wins |
14
days ranked higher
5
days
11
days ranked higher
OpenAI
Amazon
Nova 2 Lite saves you $445.00/month
That's $5340.00/year compared to GPT-4.1 at your current usage level of 100K calls/month.
| Metric | GPT-4.1 | Nova 2 Lite | Winner |
|---|---|---|---|
| Overall Score | 82 | 81 | GPT-4.1 |
| Rank | #63 | #68 | GPT-4.1 |
| Quality Rank | #63 | #68 | GPT-4.1 |
| Adoption Rank | #63 | #68 | GPT-4.1 |
| Parameters | -- | -- | -- |
| Context Window | 1048K | 1000K | GPT-4.1 |
| Pricing | $2.00/$8.00/M | $0.30/$2.50/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 67 | GPT-4.1 |
| Pricing | 8 | 3 | GPT-4.1 |
| Context window size | 96 | 95 | GPT-4.1 |
| Recency | 72 | 100 | Nova 2 Lite |
| Output Capacity | 75 | 80 | Nova 2 Lite |
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 82/100 (rank #63), placing it in the top 79% of all 290 models tracked.
Scores 81/100 (rank #68), placing it in the top 77% of all 290 models tracked.
With only a 1-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.
Nova 2 Lite offers 72% better value per quality point. At 1M tokens/day, you'd spend $42.00/month with Nova 2 Lite vs $150.00/month with GPT-4.1 — a $108.00 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. Nova 2 Lite also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1048K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($2.50/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (82/100) 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
GPT-4.1 and Nova 2 Lite are extremely close in overall performance (only 1.1000000000000085 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
Best for Quality
GPT-4.1
Marginally better benchmark scores; both are excellent
Best for Cost
Nova 2 Lite
72% lower pricing; better value at scale
Best for Reliability
GPT-4.1
Higher uptime and faster response speeds
Best for Prototyping
GPT-4.1
Stronger community support and better developer experience
Best for Production
GPT-4.1
Wider enterprise adoption and proven at scale
by OpenAI
| Capability | GPT-4.1 | Nova 2 Lite |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
OpenAI
Amazon
Nova 2 Lite saves you $9.66/month
That's 73% cheaper than GPT-4.1 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 | GPT-4.1 | Nova 2 Lite |
|---|---|---|
| Context Window | 1.0M | 1M |
| Max Output Tokens | 32,768 | 65,535 |
| Open Source | No | No |
| Created | Apr 14, 2025 | Dec 2, 2025 |
GPT-4.1 scores 82/100 (rank #63) compared to Nova 2 Lite's 81/100 (rank #68), giving it a 1-point advantage. GPT-4.1 is the stronger overall choice, though Nova 2 Lite may excel in specific areas like cost efficiency.
GPT-4.1 is ranked #63 and Nova 2 Lite is ranked #68 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.
Nova 2 Lite is cheaper at $2.50/M output tokens vs GPT-4.1's $8.00/M output tokens — 3.2x more expensive. Input token pricing: GPT-4.1 at $2.00/M vs Nova 2 Lite at $0.30/M.
GPT-4.1 has a larger context window of 1,047,576 tokens compared to Nova 2 Lite's 1,000,000 tokens. A larger context window means the model can process longer documents and conversations.