Key Takeaways
Nova 2 Lite wins:
- Cheaper input tokens
- Cheaper output tokens
- Faster response time
- Better at math
- Has reasoning mode
GPT-5.4 wins:
- Larger context window
- Higher intelligence benchmark
- Better at coding
Price Advantage
Nova 2 Lite
Benchmark Advantage
GPT-5.4
Context Window
GPT-5.4
Speed
Nova 2 Lite
Pricing Comparison
Price Comparison
| Metric | Nova 2 Lite | GPT-5.4 | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.30 | $2.50 | Nova 2 Lite |
| Output (per 1M tokens) | $2.50 | $15.00 | Nova 2 Lite |
| Cache Read (per 1M) | N/A | $0.25 | GPT-5.4 |
Using a 3:1 input/output ratio, Nova 2 Lite is 85% cheaper overall.
Nova 2 Lite Providers
No provider data available
GPT-5.4 Providers
No provider data available
Benchmark Comparison
6
Benchmarks Compared
0
Nova 2 Lite Wins
3
GPT-5.4 Wins
Benchmark Scores
| Benchmark | Nova 2 Lite | GPT-5.4 | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 18.0 | 57.0 | |
Coding Index Code generation & understanding | 12.5 | 57.3 | |
Math Index Mathematical reasoning | 33.7 | - | - |
MMLU Pro Academic knowledge | 74.3 | - | - |
GPQA Graduate-level science | 60.3 | 92.0 | |
LiveCodeBench Competitive programming | 34.6 | - | - |
GPT-5.4 significantly outperforms in coding benchmarks.
Cost vs Quality
X-axis:
Y-axis:
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Nova 2 Lite
Other models
Context & Performance
Context Window
Nova 2 Lite
1,000,000
tokens
GPT-5.4
1,050,000
tokens
GPT-5.4 has a 5% larger context window.
Speed Performance
| Metric | Nova 2 Lite | GPT-5.4 | Winner |
|---|---|---|---|
| Tokens/second | 208.5 tok/s | 76.9 tok/s | |
| Time to First Token | 0.52s | 179.87s |
Nova 2 Lite responds 171% faster on average.
Capabilities
Feature Comparison
| Feature | Nova 2 Lite | GPT-5.4 |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | Nova 2 Lite | GPT-5.4 |
|---|---|---|
| License | Proprietary | Proprietary |
| Author | Amazon | OpenAI |
| Released | Dec 2025 | Mar 2026 |
Nova 2 Lite Modalities
Input
textimagevideofile
Output
text
GPT-5.4 Modalities
Input
textimagefile
Output
text