| Signal | Claude Sonnet 4 | Delta | Grok 4.1 Fast |
|---|---|---|---|
Capabilities | 83 | -17 | |
Benchmarks | 79 | +3 | |
Pricing | 15 | +15 | |
Context window size | 84 | -16 | |
Recency | 78 | -22 | |
Output Capacity | 80 | +6 | |
| Overall Result | 3 wins | of 6 | 3 wins |
0
days ranked higher
1
days
29
days ranked higher
Anthropic
xAI
Grok 4.1 Fast saves you $1005.00/month
That's $12060.00/year compared to Claude Sonnet 4 at your current usage level of 100K calls/month.
| Metric | Claude Sonnet 4 | Grok 4.1 Fast | Winner |
|---|---|---|---|
| Overall Score | 80 | 87 | Grok 4.1 Fast |
| Rank | #77 | #16 | Grok 4.1 Fast |
| Quality Rank | #77 | #16 | Grok 4.1 Fast |
| Adoption Rank | #77 | #16 | Grok 4.1 Fast |
| Parameters | -- | -- | -- |
| Context Window | 200K | 2000K | Grok 4.1 Fast |
| Pricing | $3.00/$15.00/M | $0.20/$0.50/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 100 | Grok 4.1 Fast |
| Benchmarks | 79 | 76 | Claude Sonnet 4 |
| Pricing | 15 | 1 | Claude Sonnet 4 |
| Context window size | 84 | 100 | Grok 4.1 Fast |
| Recency | 78 | 100 | Grok 4.1 Fast |
| Output Capacity | 80 | 75 | Claude Sonnet 4 |
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 80/100 (rank #77), placing it in the top 74% of all 290 models tracked.
Scores 87/100 (rank #16), placing it in the top 95% of all 290 models tracked.
Grok 4.1 Fast has a 7-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.
Grok 4.1 Fast offers 96% better value per quality point. At 1M tokens/day, you'd spend $10.50/month with Grok 4.1 Fast vs $270.00/month with Claude Sonnet 4 - a $259.50 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
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. 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 (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
Grok 4.1 Fast has a moderate advantage with a 7-point lead in composite score. It wins on more signal dimensions, but Claude Sonnet 4 has specific strengths that could make it the better choice for certain workflows.
Best for Quality
Claude Sonnet 4
Marginally better benchmark scores; both are excellent
Best for Cost
Grok 4.1 Fast
96% lower pricing; better value at scale
Best for Reliability
Claude Sonnet 4
Higher uptime and faster response speeds
Best for Prototyping
Claude Sonnet 4
Stronger community support and better developer experience
Best for Production
Claude Sonnet 4
Wider enterprise adoption and proven at scale
by Anthropic
| Capability | Claude Sonnet 4 | Grok 4.1 Fast |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Anthropic
xAI
Grok 4.1 Fast saves you $22.44/month
That's 96% cheaper than Claude Sonnet 4 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 | Claude Sonnet 4 | Grok 4.1 Fast |
|---|---|---|
| Context Window | 200K | 2M |
| Max Output Tokens | 64,000 | 30,000 |
| Open Source | No | No |
| Created | May 22, 2025 | Nov 19, 2025 |
Grok 4.1 Fast scores 87/100 (rank #16) compared to Claude Sonnet 4's 80/100 (rank #77), giving it a 7-point advantage. Grok 4.1 Fast is the stronger overall choice, though Claude Sonnet 4 may excel in specific areas like certain benchmarks.
Claude Sonnet 4 is ranked #77 and Grok 4.1 Fast is ranked #16 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.
Grok 4.1 Fast is cheaper at $0.50/M output tokens vs Claude Sonnet 4's $15.00/M output tokens - 30.0x more expensive. Input token pricing: Claude Sonnet 4 at $3.00/M vs Grok 4.1 Fast at $0.20/M.
Grok 4.1 Fast has a larger context window of 2,000,000 tokens compared to Claude Sonnet 4's 200,000 tokens. A larger context window means the model can process longer documents and conversations.