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Model comparison

o1-preview vs o3-mini

Data verified

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

48.27/100
Margin
1.7pts
← winning
OpenAI
46.55/100
0 category wins0 category wins

Public leaderboard positions: o1-preview #128 (Supported); o3-mini #141 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. o1-preview and o3-mini share 1 comparable benchmark result. 0 of 8 categories are comparable. 1 result is unique to o1-preview; 9 to o3-mini.

Updated July 28, 2026
Shared results
1
o1-preview only
1
o3-mini only
9
Comparable categories
0 / 8

Benchmark data for o1-preview and o3-mini is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

o1-preview is priced at $15.00 input / $60.00 output per 1M tokens, versus $1.10 input / $4.40 output per 1M tokens for o3-mini.

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 o1-preview and o3-mini
Categoryo1-previewΔo3-mini
Codingo1-previewNot measuredMarginNo overlapo3-mini49.3
Knowledgeo1-previewNot measuredMarginNo overlapo3-mini77.2
Inst. Followingo1-previewNot measuredMarginNo overlapo3-mini93.9

Operational comparison

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

Metrico1-previewo3-miniComparison
Input / output priceUSD per 1M tokenso1-preview$15 input / $60 outputo3-mini$1.1 input / $4.4 outputo3-mini has the lower combined listed price.
Generation speedtokens per secondo1-previewNot availableo3-mini160 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokeno1-previewNot availableo3-mini7.12 sA complete latency comparison is not available.
Context windowmaximum listed tokenso1-preview200Ko3-mini200KListed context windows are equal.

Benchmark Deep Dive

Agentic
Benchmarko1-previewo3-miniResult
τ²-bench resultsSource 28.7%Not comparable
Coding
Benchmarko1-previewo3-miniResult
AA Coding IndexSource 34.0%Not comparable
SWE-bench VerifiedSource 49.3%Not comparable
AA-SciCodeSource 39.9%Not comparable
Knowledge
Benchmarko1-previewo3-miniResult
Artificial Analysis Intelligence IndexSource 17.0%19.0%o3-mini leads
MMLUSource 86.9%Not comparable
GPQASource 77.2%Not comparable
AA-GPQA DiamondSource 74.8%Not comparable
AA-HLESource 8.7%Not comparable
Math
Benchmarko1-previewo3-miniResult
AIME 2024Source 87.3%Not comparable
Inst. Following
Benchmarko1-previewo3-miniResult
IFEvalSource 93.9%Not comparable
Frequently Asked Questions (3)

Can I compare o1-preview and o3-mini on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for o1-preview and o3-mini today?

o1-preview: $15.00 input / $60.00 output per 1M tokens o3-mini: $1.10 input / $4.40 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 28, 2026

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