| Signal | Maestro Reasoning | Delta | Grok 4.1 Fast |
|---|---|---|---|
Capabilities | 17 | -83 | |
Benchmarks | 24 | -52 | |
Pricing | 97 | -3 | |
Context window size | 81 | -19 | |
Recency | 66 | -34 | |
Output Capacity | 75 | +1 | |
| Overall Result | 1 wins | of 6 | 5 wins |
Score History
26.3
current score
Grok 4.1 Fast
right now
78
current score
arcee-ai
xAI
Grok 4.1 Fast saves you $210.00/month
That's $2520.00/year compared to Maestro Reasoning at your current usage level of 100K calls/month.
| Metric | Maestro Reasoning | Grok 4.1 Fast | Winner |
|---|---|---|---|
| Overall Score | 26 | 78 | Grok 4.1 Fast |
| Rank | #337 | #52 | Grok 4.1 Fast |
| Quality Rank | #337 | #52 | Grok 4.1 Fast |
| Adoption Rank | #337 | #52 | Grok 4.1 Fast |
| Parameters | -- | -- | -- |
| Context Window | 131K | 2000K | Grok 4.1 Fast |
| Pricing | $0.90/$3.30/M | $0.20/$0.50/M | -- |
| Signal Scores | |||
| Capabilities | 17 | 100 | Grok 4.1 Fast |
| Benchmarks | 24 | 76 | Grok 4.1 Fast |
| Pricing | 97 | 100 | Grok 4.1 Fast |
| Context window size | 81 | 100 | Grok 4.1 Fast |
| Recency | 66 | 100 | Grok 4.1 Fast |
| Output Capacity | 75 | 75 | Maestro Reasoning |
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 78/100 (rank #52), placing it in the top 82% of all 290 models tracked.
Grok 4.1 Fast has a 52-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Grok 4.1 Fast offers 83% better value per quality point. At 1M tokens/day, you'd spend $10.50/month with Grok 4.1 Fast vs $63.00/month with Maestro Reasoning - a $52.50 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. Grok 4.1 Fast also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (2000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.50/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (78/100) 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
Grok 4.1 Fast clearly outperforms Maestro Reasoning with a significant 51.7-point lead. For most general use cases, Grok 4.1 Fast 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
Grok 4.1 Fast
83% 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 | Grok 4.1 Fast |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
arcee-ai
xAI
Grok 4.1 Fast saves you $4.62/month
That's 83% 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 | Grok 4.1 Fast |
|---|---|---|
| Context Window | 131K | 2M |
| Max Output Tokens | 32,000 | 30,000 |
| Open Source | No | No |
| Created | May 5, 2025 | Nov 19, 2025 |