Compare GPT-5.4 Pro by OpenAI against QwQ 32B by Qwen, context windows of 1.1M vs 40K, tested across 5 shared challenges. Updated April 2026.
GPT-5.4 Pro and QwQ 32B are both competitive models. GPT-5.4 Pro costs $30/M input tokens vs $0.5/M for QwQ 32B. Context windows: 1050K vs 40K tokens. Compare their real outputs side by side below.
GPT-5.4 Pro is made by openai while QwQ 32B is from qwen. GPT-5.4 Pro has a 1050K token context window compared to QwQ 32B's 40K. On pricing, GPT-5.4 Pro costs $30/M input tokens vs $0.5/M for QwQ 32B.
No community votes yet. On paper, GPT-5.4 Pro has the edge — bigger model tier, newer, bigger context window, major provider backing.
QwQ 32B is 120x cheaper per token — worth considering if cost matters.
GPT-5.4 Pro uses 251.6x more headings
Ask them anything yourself
Some models write identically. You are paying for the brand.
178 models fingerprinted across 32 writing dimensions. Free research.
185x
price gap between models that write identically
178
models
12
clone pairs
32
dimensions
279 AI models invented the same fake scientist.
We read every word. 250 models. 2.14 million words. This is what we found.

Compare GPT-5.4 Pro by OpenAI against QwQ 32B by Qwen, context windows of 1.1M vs 40K, tested across 5 shared challenges. Updated April 2026.
GPT-5.4 Pro and QwQ 32B are both competitive models. GPT-5.4 Pro costs $30/M input tokens vs $0.5/M for QwQ 32B. Context windows: 1050K vs 40K tokens. Compare their real outputs side by side below.
GPT-5.4 Pro is made by openai while QwQ 32B is from qwen. GPT-5.4 Pro has a 1050K token context window compared to QwQ 32B's 40K. On pricing, GPT-5.4 Pro costs $30/M input tokens vs $0.5/M for QwQ 32B.
No community votes yet. On paper, GPT-5.4 Pro has the edge — bigger model tier, newer, bigger context window, major provider backing.
QwQ 32B is 120x cheaper per token — worth considering if cost matters.
GPT-5.4 Pro uses 251.6x more headings
Ask them anything yourself
Some models write identically. You are paying for the brand.
178 models fingerprinted across 32 writing dimensions. Free research.
185x
price gap between models that write identically
178
models
12
clone pairs
32
dimensions
279 AI models invented the same fake scientist.
We read every word. 250 models. 2.14 million words. This is what we found.

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