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A · closed · GPT-4 / o-series

o3

OpenAI

B · closed · GPT-4 / o-series

o4-mini

OpenAI

11:2

overall capability wins (2 ties across 15 scored). o3 leads overall.

  • Reasoning7:1
  • Coding3:1
  • Arena1:0
  • Pricing0:3
  • Speed0:2

Verdict

o3 leads coding (widest gap: +23.1 on Aider); o3 ranks higher on LMArena (+41 Elo); o4-mini is ~1.8x cheaper on a blended token basis than o3.

  • o3 leads coding (widest gap: +23.1 on Aider)
  • o3 ranks higher on LMArena (+41 Elo)
  • o4-mini is ~1.8x cheaper on a blended token basis than o3

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

o3
$4
o4-mini
$2.20

o4-mini is about 1.8x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

OpenAI

OpenAI

Family

GPT-4 / o-series

GPT-4 / o-series

License

Proprietary

Proprietary

Open weights

No

No

Release

Apr 16, 2025

Apr 16, 2025

Knowledge cutoff

-

-

API / provider

OpenAI

OpenAI

Modalities

text, image → text

text, image → text

Specs

Context window

200K

200K

tie

Max output

100K

100K

tie

Parameters

—

—

—

Pricing

Input $/1M

$2

$1.10

B +$0.90

Output $/1M

$8

$4.40

B +$3.60

Blended $/1M (3∶1)

$3.50

$1.93

B +$1.57

Speed

tok/s

55

90

B +35

TTFT (s)

1.2

0.7

B +0.50

Reasoning

MMLU-Pro

85.3

—

—

GPQA Diamond

82.7

78.4

A +4.3 pts

Humanity's Last Exam

20.1

16.5

A +3.6 pts

AIME 2025

88.9

92.7

B +3.8 pts

MATH-500

99.2

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

38.6

24.8

A +13.8 pts

AA-LCR v1.1

74.7

61.0

A +13.7 pts

CritPt

1.1

0.6

A +0.5 pts

MMMU-Pro

70.1

69.2

A +0.9 pts

IFBench

71.4

68.7

A +2.7 pts

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

58.4

45.0

A +13.4 pts

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

80.8

—

—

Terminal-Bench 2.1

—

—

—

Aider Polyglot

81.3

58.2

A +23.1 pts

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

41.0

46.5

B +5.5 pts

CursorBench

—

—

—

SWE-Rebench

38.1

27.5

A +10.6 pts

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

—

—

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,432

1,391

A +41 Elo

o3

Context
200K / 100K out
Parameters
—
Price
$2 / $8
Speed
55 tok/s · 1.2s TTFT
Modalities
text, image → text
License
Proprietary

OpenAI reasoning model from the o-series; strong on STEM and agentic coding with deliberate chain-of-thought.

o4-mini

Context
200K / 100K out
Parameters
—
Price
$1.10 / $4.40
Speed
90 tok/s · 0.7s TTFT
Modalities
text, image → text
License
Proprietary

Cost-efficient o-series reasoning model for STEM and coding with lower latency than o3.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: A +4.3HLE: A +3.6AIME: B +3.8CritPt: A +0.5AA-LCR: A +13.7Omniscience Acc.: A +13.8MMMU-Pro: A +0.9IFBench: A +2.7

Coding

SWE-bench: A +13.4Aider: A +23.1SciCode: B +5.5SWE-Rebench: A +10.6

Arena

Arena Elo: A +41

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