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GPT-4o vs Qwen3 235B

GPT-4o gets grounding rules; Qwen3 gets thinking mode toggles and English enforcement for its multilingual nature.

GPT-4o

OpenAI · openai

91
Quality
800ms
Speed
+8%
Gain

Best for

  • Enterprise reliability
  • Consistent JSON output
  • Broad general knowledge

Adaptations

  • Grounding rules
  • JSON reinforcement
  • Reasoning hints
View GPT-4o details →
Qwen3 235B

Alibaba · qwen

88
Quality
1500ms
Speed
+15%
Gain

Best for

  • Open-weight deployment
  • Thinking mode control
  • Chinese/multilingual content

Adaptations

  • Thinking mode control
  • English enforcement
View Qwen3 235B details →

Our Take

GPT-4o is the safe enterprise choice with consistent behavior. Qwen3 offers higher ceiling performance on reasoning tasks thanks to its thinking mode, but requires more careful prompt engineering. Refrase bridges this gap by automatically applying the right adaptations for each model.

Example Prompt

Generate optimized SQL queries from this natural language description. Include appropriate JOINs and explain your design decisions.