Composer 2 vs o1

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

o1 is clearly ahead on the aggregate, 67 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

o1's sharpest advantage is in agentic, where it averages 65.4 against 61.7. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 61.7% to 66%.

o1 is also the more expensive model on tokens at $15.00 input / $60.00 output per 1M tokens, versus $0.50 input / $2.50 output per 1M tokens for Composer 2. That is roughly 24.0x on output cost alone.

Quick Verdict

Pick o1 if you want the stronger benchmark profile. Composer 2 only becomes the better choice if you want the cheaper token bill.

Agentic

o1

Composer 2

61.7

o1

65.4

61.7%
Terminal-Bench 2.0
66%
Coming soon
BrowseComp
72%
Coming soon
OSWorld-Verified
60%

Coding

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

73.7%
SWE Multilingual
Coming soon
97.2%
React Native Evals
Coming soon
Coming soon
SWE-bench Verified
41%
Coming soon
SWE-bench Pro
50%

Multimodal & Grounded

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
MMMU-Pro
68%
Coming soon
OfficeQA Pro
74%

Reasoning

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
LongBench v2
79%
Coming soon
MRCRv2
77%

Knowledge

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
MMLU
91.8%
Coming soon
GPQA
75.7%
Coming soon
FrontierScience
65%

Instruction Following

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
IFEval
92.2%

Multilingual

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
MMLU-ProX
77%

Mathematics

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
AIME 2024
74.3%

Frequently Asked Questions

Which is better, Composer 2 or o1?

o1 is ahead overall, 67 to 62. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 61.7% and 66%.

Which is better for agentic tasks, Composer 2 or o1?

o1 has the edge for agentic tasks in this comparison, averaging 65.4 versus 61.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Last updated: March 18, 2026

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