Skip to main content

Model comparison

o3-mini vs o4-mini (high)

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
OpenAI
46.59/100
Margin
2.6pts
winning →
49.19/100
0 category wins0 category wins

Public leaderboard positions: o3-mini #141 (Supported); o4-mini (high) #123 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. o3-mini and o4-mini (high) share 0 comparable benchmark results. 0 of 8 categories are comparable. 10 results are unique to o3-mini; 2 to o4-mini (high).

Updated July 24, 2026
Shared results
0
o3-mini only
10
o4-mini (high) only
2
Comparable categories
0 / 8

Benchmark data for o3-mini and o4-mini (high) is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 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.

Operational comparison

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

Metrico3-minio4-mini (high)Comparison
Input / output priceUSD per 1M tokenso3-mini$1.1 input / $4.4 outputo4-mini (high)Not availableA complete price comparison is not available.
Generation speedtokens per secondo3-mini160 tok/so4-mini (high)161 tok/so4-mini (high) has the higher measured throughput.
First-answer latencyseconds to first tokeno3-mini7.12 so4-mini (high)21.94 so3-mini reaches the first token sooner.
Context windowmaximum listed tokenso3-mini200Ko4-mini (high)200KListed context windows are equal.

Benchmark Deep Dive

Agentic
Benchmarko3-minio4-mini (high)Result
τ²-bench resultsSource 28.7%Not comparable
Coding
Benchmarko3-minio4-mini (high)Result
SWE-bench VerifiedSource 49.3%Not comparable
AA-SciCodeSource 39.9%Not comparable
Knowledge
Benchmarko3-minio4-mini (high)Result
MMLUSource 86.9%Not comparable
GPQASource 77.2%Not comparable
Artificial Analysis Intelligence IndexSource 19.0%Not comparable
AA-GPQA DiamondSource 74.8%Not comparable
AA-HLESource 8.7%Not comparable
Math
Benchmarko3-minio4-mini (high)Result
AIME 2024Source 87.3%Not comparable
FrontierMath v2 (Tiers 1-3)Source 24.828%Not comparable
FrontierMath v2 (Tier 4)Source 6.250%Not comparable
Inst. Following
Benchmarko3-minio4-mini (high)Result
IFEvalSource 93.9%Not comparable
Frequently Asked Questions (3)

Can I compare o3-mini and o4-mini (high) 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 o3-mini and o4-mini (high) today?

o3-mini: $1.10 input / $4.40 output per 1M tokens o4-mini (high): Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 24, 2026