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A · closed · GPT-4 / o-series

o3

OpenAI

B · closed · GPT-4 / o-series

o3-pro

OpenAI

0:2

overall capability wins (2 ties across 4 scored). o3-pro leads overall.

  • Reasoning0:1
  • Coding0:1
  • Pricing3:0
  • Speed2:0

Verdict

o3-pro leads coding (widest gap: +3.6 on Aider); o3 is ~10.0x cheaper on a blended token basis than o3-pro.

  • o3-pro leads coding (widest gap: +3.6 on Aider)
  • o3 is ~10.0x cheaper on a blended token basis than o3-pro

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

o3
$4
o3-pro
$40

o3 is about 10.0x 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

Jun 10, 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

$20

A +$18

Output $/1M

$8

$80

A +$72

Blended $/1M (3∶1)

$3.50

$35

A +$31.50

Speed

tok/s

55

40

A +15

TTFT (s)

1.2

2.5

A +1.30

Reasoning

MMLU-Pro

85.3

—

—

GPQA Diamond

82.7

84.5

B +1.8 pts

Humanity's Last Exam

20.1

—

—

AIME 2025

88.9

—

—

MATH-500

99.2

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

38.6

—

—

AA-LCR v1.1

74.7

—

—

CritPt

1.1

—

—

MMMU-Pro

70.1

—

—

IFBench

71.4

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

58.4

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

80.8

—

—

Terminal-Bench 2.1

—

—

—

Aider Polyglot

81.3

84.9

B +3.6 pts

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

41.0

—

—

CursorBench

—

—

—

SWE-Rebench

38.1

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

—

—

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,432

—

—

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.

o3-pro

Context
200K / 100K out
Parameters
—
Price
$20 / $80
Speed
40 tok/s · 2.5s TTFT
Modalities
text, image → text
License
Proprietary

Maximum o3 reasoning tier for hardest STEM and multi-step problems at premium $20/$80 rates.

Benchmark charts

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

Reasoning & knowledge

GPQA: B +1.8

Coding

Aider: B +3.6

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