Holo3-35B-A3B vs o1-pro

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

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

Holo3-35B-A3B· o1-pro

Quick Verdict

Pick Holo3-35B-A3B if you want the stronger benchmark profile. o1-pro only becomes the better choice if you need the larger 200K context window or you want the stronger reasoning-first profile.

Holo3-35B-A3B is clearly ahead on the aggregate, 78 to 45. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Holo3-35B-A3B's sharpest advantage is in agentic, where it averages 77.8 against 39.7. The single biggest benchmark swing on the page is OSWorld-Verified, 77.8% to 32%.

o1-pro is also the more expensive model on tokens at $150.00 input / $600.00 output per 1M tokens, versus $0.25 input / $1.80 output per 1M tokens for Holo3-35B-A3B. That is roughly 333.3x on output cost alone. o1-pro is the reasoning model in the pair, while Holo3-35B-A3B is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. o1-pro gives you the larger context window at 200K, compared with 64K for Holo3-35B-A3B.

Operational tradeoffs

Price$0.25 / $1.80$150.00 / $600.00
SpeedN/AN/A
TTFTN/AN/A
Context64K200K

Decision framing

BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.

Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.

BenchmarkHolo3-35B-A3Bo1-pro
AgenticHolo3-35B-A3B wins
OSWorld-Verified77.8%32%
Terminal-Bench 2.040%
BrowseComp50%
Coding
SWE-bench Pro23%
Multimodal & Grounded
MMMU-Pro48%
OfficeQA Pro49%
Reasoning
LongBench v254%
MRCRv259%
Knowledge
GPQA79%
FrontierScience63%
Instruction Following
Coming soon
Multilingual
MMLU-ProX52%
Mathematics
AIME 202486%
Frequently Asked Questions (2)

Which is better, Holo3-35B-A3B or o1-pro?

Holo3-35B-A3B is ahead overall, 78 to 45. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 77.8% and 32%.

Which is better for agentic tasks, Holo3-35B-A3B or o1-pro?

Holo3-35B-A3B has the edge for agentic tasks in this comparison, averaging 77.8 versus 39.7. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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