Claude draws pros away from GPT

Claude's reputation looks less like a raw IQ gap and more like a workflow gap: it often feels steadier on long, stateful, expensive-to-derail tasks, which makes it attractive for researchers, security folks, and agent builders. Anthropic explicitly frames Opus for professional software engineering, complex agentic workflows, and high-stakes enterprise work, and Product Hunt reviews keep repeating the same themes: contextual understanding, reasoning, code generation, long-form writing, and fewer hallucinations on messy codebases. High-profile mentions from Terence Tao and Donald Knuth likely create a halo effect, so Claude becomes the first model many professionals try when the problem is unusually hard. The practical edge may be editability: fewer detours and cleaner intermediate steps reduce the human cleanup burden after each answer, even if GPT still wins on some debugging and speed-heavy tasks.