Cost per message
DeepSeek V4.1 Flash costs about 2 tokens for a typical reply on LazySusan and V4 Pro about 7 tokens. GPT-6.1 Sol is 16 tokens and Astra 77 tokens. GPT-6 Luna, at about 1 token, is OpenAI's answer for cheap volume.
edge: DeepSeek
Maths and step-by-step reasoning
V4 Pro works through problems methodically and is good value for maths, logic puzzles and code that needs reasoning. GPT-6 Astra is stronger on the hardest problems, at many times the cost.
edge: Tie
Images and files
ChatGPT reads images. DeepSeek on LazySusan is text only, so screenshots, photos and scanned pages need another model.
edge: ChatGPT
Long inputs
DeepSeek accepts prompts up to 128K tokens on LazySusan, and GPT-6 models up to 400K. For long reports or large codebases, ChatGPT has more room.
edge: ChatGPT
Writing
DeepSeek writes clearly but plainly. For copy that needs polish or a particular voice, ChatGPT (or Claude) is the better tool.
edge: ChatGPT