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Model comparison

GPT-4.1 mini vs o1-pro

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

44.19/100
Margin
1.8pts
winning →
OpenAI
45.94/100
0 category wins1 category wins

Public leaderboard positions: GPT-4.1 mini #152 (Estimated); o1-pro #141 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-4.1 mini and o1-pro share 2 comparable benchmark results. 1 of 8 categories are comparable. 20 results are unique to GPT-4.1 mini; 0 to o1-pro.

Updated July 23, 2026
Shared results
2
GPT-4.1 mini only
20
o1-pro only
0
Comparable categories
1 / 8

Pick o1-pro if you want the stronger benchmark profile. GPT-4.1 mini only becomes the better choice if you want the cheaper token bill or you need the larger 1M context window.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

o1-pro has the cleaner BenchAlign overall profile here, landing at 45.94 versus 44.19. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

o1-pro's sharpest advantage is in knowledge, where it averages 79 against 64.2. The single biggest benchmark swing on the page is GPQA, 64.2% to 79%.

o1-pro is also the more expensive model on tokens at $150.00 input / $600.00 output per 1M tokens, versus $0.40 input / $1.60 output per 1M tokens for GPT-4.1 mini. That is roughly 375.0x on output cost alone. o1-pro is the reasoning model in the pair, while GPT-4.1 mini 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. GPT-4.1 mini gives you the larger context window at 1M, compared with 200K for o1-pro.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for GPT-4.1 mini and o1-pro
CategoryGPT-4.1 miniΔo1-pro
KnowledgeGPT-4.1 mini64.2Margin 14.8o1-pro79.0
CodingGPT-4.1 mini23.6MarginNo overlapo1-proNot measured
MathGPT-4.1 mini4.5MarginNo overlapo1-proNot measured
Inst. FollowingGPT-4.1 mini88.5MarginNo overlapo1-proNot measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · GPT-4.1 miniB · o1-pro
  1. GPQA

    Knowledge
    Source ↗
    A 64.2%B 79%
    Winner: o1-proΔ 14.8
    GPQA: GPT-4.1 mini scored 64.2%; o1-pro scored 79%. o1-pro wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-4.1 minio1-proComparison
Input / output priceUSD per 1M tokensGPT-4.1 mini$0.4 input / $1.6 outputo1-pro$150 input / $600 outputGPT-4.1 mini has the lower combined listed price.
Generation speedtokens per secondGPT-4.1 mini80 tok/so1-proNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-4.1 mini0.76 so1-proNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-4.1 mini1Mo1-pro200KGPT-4.1 mini lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-4.1 minio1-proResult
AA Agentic IndexSource 1.7%Not comparable
τ²-bench resultsSource 52.9%Not comparable
GDPval-AASource 0.1%Not comparable
GDPval-AASource 503Not comparable
Coding
BenchmarkGPT-4.1 minio1-proResult
SWE-bench VerifiedSource 23.6%Not comparable
AA Coding IndexSource 20.2%Not comparable
AA-SciCodeSource 40.4%Not comparable
Reasoning
BenchmarkGPT-4.1 minio1-proResult
AA-LCRSource 42.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledgeo1-pro wins
BenchmarkGPT-4.1 minio1-proResult
MMLUSource 87.5%Not comparable
GPQASource 64.2%79%o1-pro leads
Artificial Analysis Intelligence IndexSource 14.8%18.9%o1-pro leads
AA-GPQA DiamondSource 66.4%Not comparable
AA-HLESource 4.6%Not comparable
AA-Omniscience IndexSource -50.1%Not comparable
AA-Omniscience AccuracySource 17.5%Not comparable
AA-Omniscience Hallucination RateSource 82.0%Not comparable
Math
BenchmarkGPT-4.1 minio1-proResult
FrontierMath v2 (Tiers 1-3)Source 4.483%Not comparable
Multimodal
BenchmarkGPT-4.1 minio1-proResult
AA-MMMU-ProSource 58.7%Not comparable
Design Arena WebsiteSource 1027Not comparable
Inst. Following
BenchmarkGPT-4.1 minio1-proResult
IFEvalSource 88.5%Not comparable
AA-IFBenchSource 38.3%Not comparable
Frequently Asked Questions (2)

Which is better, GPT-4.1 mini or o1-pro?

o1-pro is ahead on BenchLM's BenchAlign leaderboard, 45.94 to 44.19. The biggest single separator in this matchup is GPQA, where the scores are 64.2% and 79%.

Which is better for knowledge tasks, GPT-4.1 mini or o1-pro?

o1-pro has the edge for knowledge tasks in this comparison, averaging 79 versus 64.2. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 23, 2026

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