| Signal | GPT-5.4 Nano | Delta | o3 Pro |
|---|---|---|---|
Capabilities | 100 | -- | |
Benchmarks | 90 | +2 | |
Pricing | 99 | +79 | |
Context window size | 89 | +5 | |
Recency | 100 | +28 | |
Output Capacity | 85 | +2 | |
| Overall Result | 5 wins | of 6 | 0 wins |
Score History
79.3
current score
o3 Pro
right now
86.7
current score
OpenAI
OpenAI
GPT-5.4 Nano saves you $5917.50/month
That's $71010.00/year compared to o3 Pro at your current usage level of 100K calls/month.
| Metric | GPT-5.4 Nano | o3 Pro | Winner |
|---|---|---|---|
| Overall Score | 79 | 87 | o3 Pro |
| Rank | #45 | #28 | o3 Pro |
| Quality Rank | #45 | #28 | o3 Pro |
| Adoption Rank | #45 | #28 | o3 Pro |
| Parameters | -- | -- | -- |
| Context Window | 400K | 200K | GPT-5.4 Nano |
| Pricing | $0.20/$1.25/M | $20.00/$80.00/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 100 | GPT-5.4 Nano |
| Benchmarks | 90 | 88 | GPT-5.4 Nano |
| Pricing | 99 | 20 | GPT-5.4 Nano |
| Context window size | 89 | 84 | GPT-5.4 Nano |
| Recency | 100 | 72 | GPT-5.4 Nano |
| Output Capacity | 85 | 83 | GPT-5.4 Nano |
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 79/100 (rank #45), placing it in the top 85% of all 290 models tracked.
Scores 87/100 (rank #28), placing it in the top 91% of all 290 models tracked.
o3 Pro has a 7-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.
GPT-5.4 Nano offers 99% better value per quality point. At 1M tokens/day, you'd spend $21.75/month with GPT-5.4 Nano vs $1500.00/month with o3 Pro - a $1478.25 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. GPT-5.4 Nano also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($1.25/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (87/100) 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
o3 Pro has a moderate advantage with a 7.400000000000006-point lead in composite score. It wins on more signal dimensions, but GPT-5.4 Nano has specific strengths that could make it the better choice for certain workflows.
Best for Quality
GPT-5.4 Nano
Marginally better benchmark scores; both are excellent
Best for Cost
GPT-5.4 Nano
99% lower pricing; better value at scale
Best for Reliability
GPT-5.4 Nano
Higher uptime and faster response speeds
Best for Prototyping
GPT-5.4 Nano
Stronger community support and better developer experience
Best for Production
GPT-5.4 Nano
Wider enterprise adoption and proven at scale
by OpenAI
| Capability | GPT-5.4 Nano | o3 Pro |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
OpenAI
OpenAI
GPT-5.4 Nano saves you $130.14/month
That's 99% cheaper than o3 Pro 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-5.4 Nano | o3 Pro |
|---|---|---|
| Context Window | 400K | 200K |
| Max Output Tokens | 128,000 | 100,000 |
| Open Source | No | No |
| Created | Mar 17, 2026 | Jun 10, 2025 |