When Claude Opus 4.7 wins
**Code generation + refactoring.** Claude leads SWE-Bench by 6-8 points over GPT-5.5 and 18 points over Gemini 2.5. For long-running code agents (Cursor, Cline, Continue), Claude is the production default at most serious dev teams.
**Long-form nuanced writing.** Claude's prose quality on essays, technical documentation, and analysis is consistently rated higher in blind LMArena tests. The model 'thinks' before writing in a way GPT-5's outputs often don't.
**Calibrated uncertainty.** When Claude doesn't know something, it says so. GPT-5 hallucinates more confidently. For high-stakes outputs (legal, medical, financial advisory) this matters more than benchmark scores.