Compare Gemma 3 12B by Google AI against QwQ 32B by Qwen, in 2 community votes, qwq 32b wins 100% of head-to-head duels, tested across 15 shared challenges. Updated April 2026.
QwQ 32B is the better choice overall, winning 100% of 2 blind community votes on Rival. Gemma 3 12B costs $0.03/M input tokens vs $0.5/M for QwQ 32B. Compare their real outputs side by side below.
Gemma 3 12B is made by google while QwQ 32B is from qwen. On pricing, Gemma 3 12B costs $0.03/M input tokens vs $0.5/M for QwQ 32B. In community voting, In 2 community votes, QwQ 32B wins 100% of head-to-head duels.
In 2 community votes, QwQ 32B wins 100% of head-to-head duels. Based on blind community voting from the Rival open dataset of 2+ human preference judgments for this pair.
Pick QwQ 32B. In 2 blind votes, QwQ 32B wins 100% of the time. That's not luck.
Gemma 3 12B is 50x cheaper per token — worth considering if cost matters.
Gemma 3 12B uses 5.9x 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 Gemma 3 12B by Google AI against QwQ 32B by Qwen, in 2 community votes, qwq 32b wins 100% of head-to-head duels, tested across 15 shared challenges. Updated April 2026.
QwQ 32B is the better choice overall, winning 100% of 2 blind community votes on Rival. Gemma 3 12B costs $0.03/M input tokens vs $0.5/M for QwQ 32B. Compare their real outputs side by side below.
Gemma 3 12B is made by google while QwQ 32B is from qwen. On pricing, Gemma 3 12B costs $0.03/M input tokens vs $0.5/M for QwQ 32B. In community voting, In 2 community votes, QwQ 32B wins 100% of head-to-head duels.
In 2 community votes, QwQ 32B wins 100% of head-to-head duels. Based on blind community voting from the Rival open dataset of 2+ human preference judgments for this pair.
Pick QwQ 32B. In 2 blind votes, QwQ 32B wins 100% of the time. That's not luck.
Gemma 3 12B is 50x cheaper per token — worth considering if cost matters.
Gemma 3 12B uses 5.9x 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.

10 fights queued
10 fights queued