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GPT-4o vs O3 Mini

The readout for GPT-4o and O3 Mini, before the detailed comparison sheet.

Key Takeaways

Weighted outcome: O3 Mini. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Decision read

O3 Mini

O3 Mini has the higher weighted result; Model A / B score 46.7 to 53.3.

Evidence depth

98 data points

Includes 16 benchmark rows, 0 audit samples, and 10 provider examples.

Selection signal

Start with O3 Mini

The charts below split 26 high-signal samples across speed, scores, and audit health.

Change comparison

Switch either side of this report to compare another model with the same LMSpeed data pipeline.

Select a different model to open a new comparison URL.

Comparison sheet

This report only uses LMSpeed data for GPT-4o and O3 Mini: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

Model compare
GPT-4o
O3 Mini
Overall leaderContenderLeading
Weighted overall score46.7 pts53.3 pts
Benchmark category leads2 categories4 categories
Operational advantagesCheapest input price, Average speed, First-token latency, Free providers, Provider coverageNo data
Context window128K tokens200K tokens
Max output16.4K tokens100K tokens
Modalities

Input

TextImageFile

Output

Text

Input

TextFile

Output

Text
Features
Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeWeb search
Text inputFile inputText outputTool callingStructured outputsJSON modeReasoning

The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.

Model metadata

Model compare
GPT-4o
O3 Mini
DeveloperOpenAIOpenAI
ReleasedNov 2024Feb 2025
ParametersNo dataNo data
TokenizerGPTGPT
Knowledge cutoff2023-10-312023-10-31
OpenRouter IDopenai/gpt-4oopenai/o3-mini
ReferencesNo dataNo data

When to choose each model

This report only uses LMSpeed data for GPT-4o and O3 Mini: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

GPT-4o

GPT-4o is stronger in benchmark categories (Coding, Knowledge) and operational dimensions (Cheapest input price, Average speed, First-token latency, Free providers, Provider coverage).

O3 Mini

O3 Mini leads these benchmark categories: Agents, Reasoning, Math, Instruction following.

Benchmark score comparison

Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.

Category performance

Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.

Model A coverage
6 / 8
Model B coverage
6 / 8
Shared
6 shared categories

Avg. score

GPT-4o

43

Avg. score

O3 Mini

48.6

Agents

O3 Mini leads by 0.7

GPT-4o39
O3 Mini39.7

Coding

GPT-4o leads by 5.5

GPT-4o46
O3 Mini40.5

Reasoning

O3 Mini leads by 9.5

GPT-4o39.9
O3 Mini49.4

Knowledge

GPT-4o leads by 1.2

GPT-4o49
O3 Mini47.8

Math

O3 Mini leads by 16.3

GPT-4o42.2
O3 Mini58.5

Multilingual

No data

GPT-4o-
O3 Mini-

Multimodal

No data

GPT-4o-
O3 Mini-

Instruction following

O3 Mini leads by 14.0

GPT-4o41.6
O3 Mini55.6

Professional benchmark details

Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.

Aggregatereported

BenchLM overall score

SourceGPT-4o

GPT-4o

43.0

Rank #91/100 · confidence 1 · eval date 2024-05-13

+8.0

O3 Mini

winner

51.0

Rank #67/100 · confidence 1 · eval date 2025-01-31

Pricingverified

Input price

GPT-4o

$2.50/M

Rank #150/180 · confidence 4

+$1.40/M

O3 Mini

winner

$1.10/M

Rank #114/180 · confidence 4

Pricingverified

Blended price

GPT-4o

$4.38/M

Rank #145/180 · confidence 4

+$2.45/M

O3 Mini

winner

$1.93/M

Rank #115/180 · confidence 4

Pricingverified

Output price

GPT-4o

$10.00/M

Rank #138/180 · confidence 4

+$5.60/M

O3 Mini

winner

$4.40/M

Rank #115/180 · confidence 4

Reasoningverified

MMLU-Pro

GPT-4o

74.8%

Rank #90/129 · confidence 4

+4.3%

O3 Mini

winner

79.1%

Rank #70/129 · confidence 4

Reasoningverified

GPQA

GPT-4o

54.3%

Rank #178/212 · confidence 4

+20.5%

O3 Mini

winner

74.8%

Rank #117/212 · confidence 4

Reasoningverified

HLE

GPT-4o

2.4%

Rank #207/209 · confidence 4

+5.5%

O3 Mini

winner

7.9%

Rank #128/209 · confidence 4

Codingverified

LiveCodeBench

GPT-4o

30.9%

Rank #88/115 · confidence 4

+40.8%

O3 Mini

winner

71.7%

Rank #27/115 · confidence 4

Codingreported

AA-SciCode

SourceGPT-4o

GPT-4o

33.3

Rank #91/108 · confidence 1 · eval date 2024-05-13

+6.6

O3 Mini

winner

39.9

Rank #70/108 · confidence 1 · eval date 2025-01-31

Codingverified

SciCode

GPT-4o

33.3%

Rank #138/205 · confidence 4

+6.6%

O3 Mini

winner

39.9%

Rank #86/205 · confidence 4

Mathverified

MATH-500

GPT-4o

75.9%

Rank #55/73 · confidence 4

+21.4%

O3 Mini

winner

97.3%

Rank #11/73 · confidence 4

Mathverified

AIME

GPT-4o

15.0%

Rank #50/68 · confidence 4

+62.0%

O3 Mini

winner

77.0%

Rank #14/68 · confidence 4

Knowledgereported

AA-GPQA Diamond

SourceGPT-4o

GPT-4o

54.3

Rank #102/108 · confidence 1 · eval date 2024-05-13

+20.5

O3 Mini

winner

74.8

Rank #82/108 · confidence 1 · eval date 2025-01-31

Knowledgereported

AA-HLE

SourceGPT-4o

GPT-4o

2.4

Rank #108/108 · confidence 1 · eval date 2024-05-13

+5.5

O3 Mini

winner

7.9

Rank #83/108 · confidence 1 · eval date 2025-01-31

Knowledgereported

Artificial Analysis Intelligence Index

SourceGPT-4o

GPT-4o

11.1

Rank #101/111 · confidence 1 · eval date 2024-05-13

+8.1

O3 Mini

winner

19.2

Rank #87/111 · confidence 1 · eval date 2025-01-31

Agentsreported

τ²-bench results

SourceGPT-4o

GPT-4o

25.1

Rank #73/82 · confidence 1 · eval date 2024-05-13

+3.6

O3 Mini

winner

28.7

Rank #72/82 · confidence 1 · eval date 2025-01-31

API audit comparison

Latest completed audits from shared providers, with four safety and integrity score groups plus report links.

Provider
GPT-4o
O3 Mini
No completed audits are available from shared providers yet.

Provider examples

Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.

Provider
GPT-4o
O3 Mini
丸美小沐30 tests

GPT-4o

speed / latency

135 tok/s / 1427ms

input / output

No data

O3 Mini

speed / latency

66 tok/s / 6491ms

input / output

No data

速创API20 tests

GPT-4o

speed / latency

88 tok/s / 1593ms

input / output

No data

O3 Mini

speed / latency

N/A / N/A

input / output

No data

GPT-4o

speed / latency

N/A / N/A

input / output

No data

O3 Mini

speed / latency

44 tok/s / 17418ms

input / output

No data

KFCV505 tests

GPT-4o

speed / latency

48 tok/s / 13138ms

input / output

No data

O3 Mini

speed / latency

N/A / N/A

input / output

No data

N1N5 tests

GPT-4o

speed / latency

N/A / N/A

input / output

No data

O3 Mini

speed / latency

117 tok/s / 4809ms

input / output

No data

GPT-4o

gpt-4o-all

speed / latency

No data

input / output

$0/request

O3 Mini

o3-mini

speed / latency

No data

input / output

$0/request

GPT-4o

gpt-4o-all-c

speed / latency

No data

input / output

$0.0074/request

O3 Mini

o3-mini-all

speed / latency

No data

input / output

$0.0062/request

GPT-4o

gpt-4o-all

speed / latency

No data

input / output

$0.0066/request

O3 Mini

o3-mini-high-all

speed / latency

No data

input / output

$0.011/request

GPT-4o

gpt-4o-all

speed / latency

No data

input / output

$0.0066/request

O3 Mini

o3-mini-high-all

speed / latency

No data

input / output

$0.011/request

GPT-4o

gpt-4o-all

speed / latency

No data

input / output

$0.0099/request

O3 Mini

o3-mini-high-all

speed / latency

No data

input / output

$0.016/request

FAQ

Weighted outcome: O3 Mini. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Why is this comparison indexable?
It has 6 verifiable comparison points, and both models have pricing or benchmark data.
Are missing metrics invented?
No. Metrics without LMSpeed data are omitted from this report.

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.