| Signal | Maestro Reasoning | Delta | GPT-5.4 Nano |
|---|---|---|---|
Capabilities | 17 | -83 | |
Benchmarks | 24 | -66 | |
Pricing | 97 | -2 | |
Context window size | 81 | -8 | |
Recency | 66 | -34 | |
Output Capacity | 75 | -10 | |
| Overall Result | 0 wins | of 6 | 6 wins |
Score History
26.3
current score
GPT-5.4 Nano
right now
79.3
current score
arcee-ai
OpenAI
GPT-5.4 Nano saves you $172.50/month
That's $2070.00/year compared to Maestro Reasoning at your current usage level of 100K calls/month.
| Metric | Maestro Reasoning | GPT-5.4 Nano | Winner |
|---|---|---|---|
| Overall Score | 26 | 79 | GPT-5.4 Nano |
| Rank | #337 | #42 | GPT-5.4 Nano |
| Quality Rank | #337 | #42 | GPT-5.4 Nano |
| Adoption Rank | #337 | #42 | GPT-5.4 Nano |
| Parameters | -- | -- | -- |
| Context Window | 131K | 400K | GPT-5.4 Nano |
| Pricing | $0.90/$3.30/M | $0.20/$1.25/M | -- |
| Signal Scores | |||
| Capabilities | 17 | 100 | GPT-5.4 Nano |
| Benchmarks | 24 | 90 | GPT-5.4 Nano |
| Pricing | 97 | 99 | GPT-5.4 Nano |
| Context window size | 81 | 89 | GPT-5.4 Nano |
| Recency | 66 | 100 | GPT-5.4 Nano |
| Output Capacity | 75 | 85 | 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 26/100 (rank #337), placing it in the top -16% of all 290 models tracked.
Scores 79/100 (rank #42), placing it in the top 86% of all 290 models tracked.
GPT-5.4 Nano has a 53-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
GPT-5.4 Nano offers 65% better value per quality point. At 1M tokens/day, you'd spend $21.75/month with GPT-5.4 Nano vs $63.00/month with Maestro Reasoning - a $41.25 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 (79/100) 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-5.4 Nano clearly outperforms Maestro Reasoning with a significant 53-point lead. For most general use cases, GPT-5.4 Nano is the stronger choice. However, Maestro Reasoning may still excel in niche scenarios.
Best for Quality
Maestro Reasoning
Marginally better benchmark scores; both are excellent
Best for Cost
GPT-5.4 Nano
65% lower pricing; better value at scale
Best for Reliability
Maestro Reasoning
Higher uptime and faster response speeds
Best for Prototyping
Maestro Reasoning
Stronger community support and better developer experience
Best for Production
Maestro Reasoning
Wider enterprise adoption and proven at scale
by arcee-ai
| Capability | Maestro Reasoning | GPT-5.4 Nano |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
arcee-ai
OpenAI
GPT-5.4 Nano saves you $3.72/month
That's 67% cheaper than Maestro Reasoning 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 | Maestro Reasoning | GPT-5.4 Nano |
|---|---|---|
| Context Window | 131K | 400K |
| Max Output Tokens | 32,000 | 128,000 |
| Open Source | No | No |
| Created | May 5, 2025 | Mar 17, 2026 |