Benchmark suiteLatest source data: Jul 16, 2026Checked: July 19, 2026

OpenAI benchmarks.

A lab-level profile for OpenAI, covering tracked models, category leaders, open/proprietary mix, speed, value, source coverage, and portfolio depth.

All labs

Lab rank

By available Arena average

Models tracked

0 open-weight models

Portfolio coverage

34%

Average matched benchmark signals

Fastest model

0.49s

GPT-5.4 Mini High

Lab profile

Portfolio shape, leaders, and model coverage.

The lab page now starts with the portfolio read, then drills into category leaders, value rankings, and model-level coverage rather than repeating source panels.

Portfolio read

OpenAI has 42 tracked benchmark profiles.

Lab #8

The portfolio combines 42 proprietary models and 0 open-weight models. Its average available Arena rank is 40.4, with a best category rank of #3. Average profile coverage is 34%, so model-level gaps remain visible in the cards below.

Best Arena model

GPT-5.5 Search

Best category rank #3

Highest coverage

GPT-5.2

89% matched signals

Fastest response

GPT-5.4 Mini High

0.49s first token

Access mix

Open versus proprietary

Proprietary

42 / 100%

Open weights

0 / 0%

Value leader

GPT-5.6 Sol xHigh

Category leaders

Best model by benchmark lens.

Each card shows the highest-ranked model from this lab in a composite benchmark suite, with the global rank and index left intact.

Value

Quality, price, latency, and speed

GPT-5.6 Sol xHigh

#1568

value index

Coding

Code Arena, SWE-bench, and output speed

GPT-5.6 Sol xHigh

#1075

coding index

Agents

Search, document, code, and latency

GPT-5.4 Nano High

#2100

agent proxy

Reasoning

Text, document, vision, and mode signals

GPT-5.6 Sol xHigh

#1076

reasoning proxy

Context

Document, search, and text proxy

GPT-5.5 Search

#396

context proxy

OpenAI value ranking table

Models from this lab with both quality and commercial price matches.

Top 12 of 18

Rank	Model	Index	Price	Latency	Speed	Quality	Sources
#15	GPT-5.6 Sol xHigh gpt-5.6-sol-xhigh OpenAIProprietary	68value index	$11.25blended / 1M tokens	24.0stime to first token	62 tok/soutput speed	82quality signal	ArenaArtificial Analysis
#23	GPT-5.5 High gpt-5.5-high OpenAIProprietary	65value index	$11.25blended / 1M tokens	11.3stime to first token	65 tok/soutput speed	74quality signal	ArenaArtificial Analysis
#32	GPT-5.4 Mini High gpt-5.4-mini-high OpenAIProprietary	64value index	$1.69blended / 1M tokens	0.49stime to first token	161 tok/soutput speed	51quality signal	ArenaArtificial Analysis
#35	GPT-5.5 gpt-5.5 OpenAIProprietary	63value index	$11.25blended / 1M tokens	1.35stime to first token	64 tok/soutput speed	69quality signal	ArenaArtificial Analysis
#36	GPT-5.5 Instant gpt-5.5-instant OpenAIProprietary	63value index	$11.25blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	64quality signal	ArenaArtificial Analysis
#43	GPT-5.4 Nano High gpt-5.4-nano-high OpenAIProprietary	61value index	$0.463blended / 1M tokens	0.51stime to first token	174 tok/soutput speed	43quality signal	ArenaArtificial Analysis
#49	GPT-5 Medium gpt-5-medium OpenAIProprietary	59value index	$3.44blended / 1M tokens	29.0stime to first token	82 tok/soutput speed	52quality signal	ArenaArtificial Analysis
#53	GPT-5.1 Codex gpt-5.1-codex OpenAIProprietary	57value index	$3.44blended / 1M tokens	4.11stime to first token	178 tok/soutput speed	41quality signal	ArenaArtificial Analysis
#56	GPT-5.4 gpt-5.4 OpenAIProprietary	56value index	$5.63blended / 1M tokens	97.6stime to first token	154 tok/soutput speed	62quality signal	ArenaArtificial Analysis
#57	GPT-5.2 Codex gpt-5.2-codex OpenAIProprietary	56value index	$4.81blended / 1M tokens	1.04stime to first token	145 tok/soutput speed	41quality signal	ArenaArtificial Analysis
#60	GPT-5 Mini High gpt-5-mini-high OpenAIProprietary	54value index	$0.688blended / 1M tokens	0.74stime to first token	86 tok/soutput speed	31quality signal	ArenaArtificial Analysis
#63	GPT-5.2 gpt-5.2 OpenAIProprietary	53value index	$4.81blended / 1M tokens	0.59stime to first token	62 tok/soutput speed	37quality signal	ArenaArtificial Analysis

#15

GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary

68value index

Price

$11.25blended / 1M tokens

Latency

24.0stime to first token

Speed

62 tok/soutput speed

Quality

82quality signal

ArenaArtificial Analysis

#23

GPT-5.5 High

gpt-5.5-high

OpenAIProprietary

65value index

Price

$11.25blended / 1M tokens

Latency

11.3stime to first token

Speed

65 tok/soutput speed

Quality

74quality signal

ArenaArtificial Analysis

#32

GPT-5.4 Mini High

gpt-5.4-mini-high

OpenAIProprietary

64value index

Price

$1.69blended / 1M tokens

Latency

0.49stime to first token

Speed

161 tok/soutput speed

Quality

51quality signal

ArenaArtificial Analysis

#35

GPT-5.5

gpt-5.5

OpenAIProprietary

63value index

Price

$11.25blended / 1M tokens

Latency

1.35stime to first token

Speed

64 tok/soutput speed

Quality

69quality signal

ArenaArtificial Analysis

#36

GPT-5.5 Instant

gpt-5.5-instant

OpenAIProprietary

63value index

Price

$11.25blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

64quality signal

ArenaArtificial Analysis

#43

GPT-5.4 Nano High

gpt-5.4-nano-high

OpenAIProprietary

61value index

Price

$0.463blended / 1M tokens

Latency

0.51stime to first token

Speed

174 tok/soutput speed

Quality

43quality signal

ArenaArtificial Analysis

#49

GPT-5 Medium

gpt-5-medium

OpenAIProprietary

59value index

Price

$3.44blended / 1M tokens

Latency

29.0stime to first token

Speed

82 tok/soutput speed

Quality

52quality signal

ArenaArtificial Analysis

#53

GPT-5.1 Codex

gpt-5.1-codex

OpenAIProprietary

57value index

Price

$3.44blended / 1M tokens

Latency

4.11stime to first token

Speed

178 tok/soutput speed

Quality

41quality signal

ArenaArtificial Analysis

#56

GPT-5.4

gpt-5.4

OpenAIProprietary

56value index

Price

$5.63blended / 1M tokens

Latency

97.6stime to first token

Speed

154 tok/soutput speed

Quality

62quality signal

ArenaArtificial Analysis

#57

GPT-5.2 Codex

gpt-5.2-codex

OpenAIProprietary

56value index

Price

$4.81blended / 1M tokens

Latency

1.04stime to first token

Speed

145 tok/soutput speed

Quality

41quality signal

ArenaArtificial Analysis

#60

GPT-5 Mini High

gpt-5-mini-high

OpenAIProprietary

54value index

Price

$0.688blended / 1M tokens

Latency

0.74stime to first token

Speed

86 tok/soutput speed

Quality

31quality signal

ArenaArtificial Analysis

#63

GPT-5.2

gpt-5.2

OpenAIProprietary

53value index

Price

$4.81blended / 1M tokens

Latency

0.59stime to first token

Speed

62 tok/soutput speed

Quality

37quality signal

ArenaArtificial Analysis

Model portfolio

OpenAI model coverage map.

Every tracked model keeps its best Arena rank, coverage score, commercial metrics, and suite placement visible in one scannable grid.

GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

Proprietary

Coverage

56%

Best Arena

Code

Value

#15

value index

Coding

#10

coding index

Latency

24.0s

62 tok/s

$11.25

GPT-5.5 Search

gpt-5.5-search

Proprietary

Coverage

11%

Best Arena

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.5 High

gpt-5.5-high

Proprietary

Coverage

78%

Best Arena

Vision

Value

#23

value index

Coding

#38

coding index

Latency

11.3s

65 tok/s

$11.25

GPT-5.5

gpt-5.5

Proprietary

Coverage

78%

Best Arena

#11

Vision

Value

#35

value index

Coding

#49

coding index

Latency

1.35s

64 tok/s

$11.25

GPT-5.4

gpt-5.4

Proprietary

Coverage

78%

Best Arena

#12

Docs

Value

#56

value index

Coding

#65

coding index

Latency

97.6s

154 tok/s

$5.63

GPT-5.4 High

gpt-5.4-high

Proprietary

Coverage

33%

Best Arena

#13

Vision

Value

Not listed

No price match

Coding

#27

coding index

Latency

Not listed

GPT-5.2 Chat Latest 20260210

gpt-5.2-chat-latest-20260210

Proprietary

Coverage

22%

Best Arena

#14

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.4 Search

gpt-5.4-search

Proprietary

Coverage

11%

Best Arena

#14

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

O3 Search

o3-search

Proprietary

Coverage

11%

Best Arena

#15

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.5 Instant

gpt-5.5-instant

Proprietary

Coverage

44%

Best Arena

#16

Docs

Value

#36

value index

Coding

Not listed

No coding index

Latency

Not listed

$11.25

GPT-5.1 Search

gpt-5.1-search

Proprietary

Coverage

11%

Best Arena

#19

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.5 xHigh

gpt-5.5-xhigh (codex-harness)

Proprietary

Coverage

11%

Best Arena

#19

Code

Value

Not listed

No price match

Coding

#14

coding index

Latency

Not listed

GPT-5 Search

gpt-5-search

Proprietary

Coverage

11%

Best Arena

#20

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.2 Search

gpt-5.2-search

Proprietary

Coverage

11%

Best Arena

#23

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.4 Mini High

gpt-5.4-mini-high

Proprietary

Coverage

67%

Best Arena

#27

Vision

Value

#32

value index

Coding

#61

coding index

Latency

0.49s

161 tok/s

$1.69

GPT-5.2

gpt-5.2

Proprietary

Coverage

89%

Best Arena

#28

Docs

Value

#63

value index

Coding

#22

coding index

Latency

0.59s

62 tok/s

$4.81SWE #9

GPT-5.2 Search Non Reasoning

gpt-5.2-search-non-reasoning

Proprietary

Coverage

11%

Best Arena

#28

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.2 High

gpt-5.2-high

Proprietary

Coverage

33%

Best Arena

#29

Docs

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.1

gpt-5.1

Proprietary

Coverage

78%

Best Arena

#31

Docs

Value

#64

value index

Coding

#78

coding index

Latency

0.76s

97 tok/s

$3.44

GPT-5.1 High

gpt-5.1-high

Proprietary

Coverage

22%

Best Arena

#31

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

Api GPT 4o Search

api-gpt-4o-search

Proprietary

Coverage

11%

Best Arena

#31

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.4 Medium

gpt-5.4-medium (codex-harness)

Proprietary

Coverage

11%

Best Arena

#36

Code

Value

Not listed

No price match

Coding

#35

coding index

Latency

Not listed

ChatGPT 4o Latest 20250326

chatgpt-4o-latest-20250326

Proprietary

Coverage

22%

Best Arena

#37

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-4.5 Preview 2025 02 27

gpt-4.5-preview-2025-02-27

Proprietary

Coverage

22%

Best Arena

#46

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5 Chat

gpt-5-chat

Proprietary

Coverage

22%

Best Arena

#47

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5 Medium

gpt-5-medium

Proprietary

Coverage

44%

Best Arena

#50

Code

Value

#49

value index

Coding

#64

coding index

Latency

29.0s

82 tok/s

$3.44

O3 2025 04 16

o3-2025-04-16

Proprietary

Coverage

22%

Best Arena

#52

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.1 Medium

gpt-5.1-medium

Proprietary

Coverage

11%

Best Arena

#52

Code

Value

Not listed

No price match

Coding

#50

coding index

Latency

Not listed

GPT-5.3 Chat Latest

gpt-5.3-chat-latest

Proprietary

Coverage

11%

Best Arena

#54

Text

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-4.1 2025 04 14

gpt-4.1-2025-04-14

Proprietary

Coverage

11%

Best Arena

#55

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5 High

gpt-5-high

Proprietary

Coverage

56%

Best Arena

#56

Vision

Value

#71

value index

Coding

#105

coding index

Latency

11.0s

83 tok/s

$3.44

GPT-5.4 Nano High

gpt-5.4-nano-high

Proprietary

Coverage

44%

Best Arena

#59

Vision

Value

#43

value index

Coding

#98

coding index

Latency

0.51s

174 tok/s

$0.463

GPT-5.3 Codex

gpt-5.3-codex (codex-harness)

Proprietary

Coverage

44%

Best Arena

#60

Code

Value

#66

value index

Coding

#71

coding index

Latency

62.5s

96 tok/s

$4.81

GPT-4.1 Mini 2025 04 14

gpt-4.1-mini-2025-04-14

Proprietary

Coverage

11%

Best Arena

#61

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

O4 Mini 2025 04 16

o4-mini-2025-04-16

Proprietary

Coverage

11%

Best Arena

#62

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

O1 2024 12 17

o1-2024-12-17

Proprietary

Coverage

11%

Best Arena

#66

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.2 Codex

gpt-5.2-codex

Proprietary

Coverage

56%

Best Arena

#72

Code

Value

#57

value index

Coding

#34

coding index

Latency

1.04s

145 tok/s

$4.81SWE #7

GPT-5 Mini High

gpt-5-mini-high

Proprietary

Coverage

44%

Best Arena

#73

Vision

Value

#60

value index

Coding

#104

coding index

Latency

0.74s

86 tok/s

$0.688

GPT-5.1 Codex

gpt-5.1-codex

Proprietary

Coverage

56%

Best Arena

#74

Code

Value

#53

value index

Coding

#43

coding index

Latency

4.11s

178 tok/s

$3.44SWE #20

GPT 4o 2024 05 13

gpt-4o-2024-05-13

Proprietary

Coverage

44%

Best Arena

#79

Vision

Value

#83

value index

Coding

#103

coding index

Latency

0.60s

97 tok/s

$7.50

GPT-5.1 Codex Mini

gpt-5.1-codex-mini

Proprietary

Coverage

44%

Best Arena

#87

Code

Value

#69

value index

Coding

#91

coding index

Latency

3.35s

213 tok/s

$0.688

GPT-5 Nano High

gpt-5-nano-high

Proprietary

Coverage

44%

Best Arena

#89

Vision

Value

#84

value index

Coding

#99

coding index

Latency

39.5s

160 tok/s

$0.138