| Signal | Claude Sonnet 4.6 | Delta | Grok 4.1 Fast |
|---|---|---|---|
Capabilities | 100 | -- | |
Benchmarks | 82 | +7 | |
Pricing | 85 | -14 | |
Context window size | 95 | -5 | |
Recency | 100 | -- | |
Output Capacity | 85 | +11 | |
| Overall Result | 2 wins | of 6 | 2 wins |
Score History
85.2
current score
Claude Sonnet 4.6
right now
78
current score
Anthropic
xAI
Grok 4.1 Fast saves you $1005.00/month
That's $12060.00/year compared to Claude Sonnet 4.6 at your current usage level of 100K calls/month.
| Metric | Claude Sonnet 4.6 | Grok 4.1 Fast | Winner |
|---|---|---|---|
| Overall Score | 85 | 78 | Claude Sonnet 4.6 |
| Rank | #25 | #52 | Claude Sonnet 4.6 |
| Quality Rank | #25 | #52 | Claude Sonnet 4.6 |
| Adoption Rank | #25 | #52 | Claude Sonnet 4.6 |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 2000K | Grok 4.1 Fast |
| Pricing | $3.00/$15.00/M | $0.20/$0.50/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 100 | Claude Sonnet 4.6 |
| Benchmarks | 82 | 76 | Claude Sonnet 4.6 |
| Pricing | 85 | 100 | Grok 4.1 Fast |
| Context window size | 95 | 100 | Grok 4.1 Fast |
| Recency | 100 | 100 | Claude Sonnet 4.6 |
| Output Capacity | 85 | 75 | Claude Sonnet 4.6 |
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 85/100 (rank #25), placing it in the top 92% of all 290 models tracked.
Scores 78/100 (rank #52), placing it in the top 82% of all 290 models tracked.
Claude Sonnet 4.6 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 4.6 - 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
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 (85/100) 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
Claude Sonnet 4.6 has a moderate advantage with a 7.200000000000003-point lead in composite score. It wins on more signal dimensions, but Grok 4.1 Fast has specific strengths that could make it the better choice for certain workflows.
Best for Quality
Claude Sonnet 4.6
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 4.6
Higher uptime and faster response speeds
Best for Prototyping
Claude Sonnet 4.6
Stronger community support and better developer experience
Best for Production
Claude Sonnet 4.6
Wider enterprise adoption and proven at scale
by Anthropic
| Capability | Claude Sonnet 4.6 | Grok 4.1 Fast |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Anthropic
xAI
Grok 4.1 Fast saves you $22.44/month
That's 96% cheaper than Claude Sonnet 4.6 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 4.6 | Grok 4.1 Fast |
|---|---|---|
| Context Window | 1M | 2M |
| Max Output Tokens | 128,000 | 30,000 |
| Open Source | No | No |
| Created | Feb 17, 2026 | Nov 19, 2025 |
Grok 4.1 Fast achieves a 75/100 score at just $0.50/M output tokens compared to Claude's 66/100 at $15/M output, suggesting xAI has optimized heavily for coding-specific tasks rather than general performance. The 9-point score gap combined with 15x lower input costs ($0.20/M vs $3/M) indicates Grok may be using more specialized architectures or training data focused exclusively on code generation efficiency.
Monthly costs would drop from $1,260 (20M input at $3/M + 80M output at $15/M) to just $44 (20M at $0.20/M + 80M at $0.50/M) - a 96.5% reduction or $1,216 saved per month. With Grok's 2x larger context window (2.0M vs 1.0M tokens), you could also batch more complex coding tasks without chunking, potentially reducing total token usage further.
Claude's 4.3x larger max output (128K vs 30K tokens) makes it essential for generating complete codebases, extensive documentation, or multi-file projects where Grok would hit output limits despite its 75/100 performance. Grok excels at focused tasks like single-file implementations or code reviews where its 30K limit suffices and the 30x output cost savings compound quickly.
Anthropic's established ecosystem and Claude's proven track record may justify the 9-point performance gap (66 vs 75) and 30x higher output costs for risk-averse enterprises. The $15/M output pricing also signals premium positioning - teams already integrated with Anthropic's safety features and fine-tuning workflows face switching costs that dwarf the $14.50/M output price difference.
Grok's 2.0M token context allows processing entire medium-sized codebases (roughly 500K lines) in a single pass, while Claude's 1.0M limit requires splitting larger projects. Combined with Grok's 75/100 score and file upload support (vs Claude's image-only), developers can analyze complete repositories with dependencies intact - a critical advantage for refactoring or security audits that justifies its #1 ranking.