| Signal | Anthropic Claude Sonnet Latest | Delta | GPT-5.1-Codex |
|---|---|---|---|
Capabilities | 100 | +17 | |
Pricing | 85 | -5 | |
Context window size | 95 | +6 | |
Recency | 100 | -- | |
Output Capacity | 85 | -- | |
Benchmarks | 0 | -88 | |
| Overall Result | 2 wins | of 6 | 2 wins |
Score History
40
current score
GPT-5.1-Codex
right now
87
current score
~anthropic
OpenAI
GPT-5.1-Codex saves you $425.00/month
That's $5100.00/year compared to Anthropic Claude Sonnet Latest at your current usage level of 100K calls/month.
| Metric | Anthropic Claude Sonnet Latest | GPT-5.1-Codex | Winner |
|---|---|---|---|
| Overall Score | 40 | 87 | GPT-5.1-Codex |
| Rank | #196 | #19 | GPT-5.1-Codex |
| Quality Rank | #196 | #19 | GPT-5.1-Codex |
| Adoption Rank | #196 | #19 | GPT-5.1-Codex |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 400K | Anthropic Claude Sonnet Latest |
| Pricing | $3.00/$15.00/M | $1.25/$10.00/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 83 | Anthropic Claude Sonnet Latest |
| Pricing | 85 | 90 | GPT-5.1-Codex |
| Context window size | 95 | 89 | Anthropic Claude Sonnet Latest |
| Recency | 100 | 100 | Anthropic Claude Sonnet Latest |
| Output Capacity | 85 | 85 | Anthropic Claude Sonnet Latest |
| Benchmarks | -- | 88 | GPT-5.1-Codex |
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 40/100 (rank #196), placing it in the top 33% of all 290 models tracked.
Scores 87/100 (rank #19), placing it in the top 94% of all 290 models tracked.
GPT-5.1-Codex has a 47-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
GPT-5.1-Codex offers 38% better value per quality point. At 1M tokens/day, you'd spend $168.75/month with GPT-5.1-Codex vs $270.00/month with Anthropic Claude Sonnet Latest - a $101.25 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-5.1-Codex also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($10.00/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
GPT-5.1-Codex clearly outperforms Anthropic Claude Sonnet Latest with a significant 47-point lead. For most general use cases, GPT-5.1-Codex is the stronger choice. However, Anthropic Claude Sonnet Latest may still excel in niche scenarios.
Best for Quality
Anthropic Claude Sonnet Latest
Marginally better benchmark scores; both are excellent
Best for Cost
GPT-5.1-Codex
38% lower pricing; better value at scale
Best for Reliability
Anthropic Claude Sonnet Latest
Higher uptime and faster response speeds
Best for Prototyping
Anthropic Claude Sonnet Latest
Stronger community support and better developer experience
Best for Production
Anthropic Claude Sonnet Latest
Wider enterprise adoption and proven at scale
by ~anthropic
| Capability | Anthropic Claude Sonnet Latest | GPT-5.1-Codex |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
~anthropic
OpenAI
GPT-5.1-Codex saves you $9.15/month
That's 39% cheaper than Anthropic Claude Sonnet Latest 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 | Anthropic Claude Sonnet Latest | GPT-5.1-Codex |
|---|---|---|
| Context Window | 1M | 400K |
| Max Output Tokens | 128,000 | 128,000 |
| Open Source | No | No |
| Created | Apr 27, 2026 | Nov 13, 2025 |