| Signal | Claude Sonnet 4.6 | Delta | GPT-5.1-Codex |
|---|---|---|---|
Capabilities | 86 | +14 | |
Context window size | 95 | +6 | |
Output Capacity | 85 | -- | |
Pricing Tier | 15 | +5 | |
Recency | 100 | -- | |
Versatility | 50 | -- | |
| Overall Result | 3 wins | of 6 | 0 wins |
29
days ranked higher
1
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0
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Anthropic
OpenAI
GPT-5.1-Codex saves you $425.00/month
That's $5100.00/year compared to Claude Sonnet 4.6 at your current usage level of 100K calls/month.
| Metric | Claude Sonnet 4.6 | GPT-5.1-Codex | Winner |
|---|---|---|---|
| Overall Score | 68 | 62 | Claude Sonnet 4.6 |
| Rank | #17 | #42 | Claude Sonnet 4.6 |
| Quality Rank | #17 | #42 | Claude Sonnet 4.6 |
| Adoption Rank | #17 | #42 | Claude Sonnet 4.6 |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 400K | Claude Sonnet 4.6 |
| Pricing | $3.00/$15.00/M | $1.25/$10.00/M | -- |
| Signal Scores | |||
| Capabilities | 86 | 71 | Claude Sonnet 4.6 |
| Context window size | 95 | 89 | Claude Sonnet 4.6 |
| Output Capacity | 85 | 85 | Claude Sonnet 4.6 |
| Pricing Tier | 15 | 10 | Claude Sonnet 4.6 |
| Recency | 100 | 100 | Claude Sonnet 4.6 |
| Versatility | 50 | 50 | Claude Sonnet 4.6 |
Claude Sonnet 4.6 has a moderate advantage with a 5.799999999999997-point lead in composite score. It wins on more signal dimensions, but GPT-5.1-Codex 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
GPT-5.1-Codex
38% 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
Claude Sonnet 4.6 currently scores higher (68 vs 62), but the best choice depends on your specific use case, budget, and requirements.
Claude Sonnet 4.6 is ranked #17 and GPT-5.1-Codex is ranked #42. Rankings are based on a composite score from multiple signals including benchmarks, community sentiment, and adoption metrics.
Compare the detailed pricing breakdown above to see which model offers better value for your usage pattern.