Benchmark suiteLatest source data: Oct 16, 2026Checked: October 18, 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

27%

Average matched benchmark signals

Fastest model

0.73s

GPT-5.6 Terra

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 47 tracked benchmark profiles.

Lab #9

The portfolio combines 47 proprietary models and 0 open-weight models. Its average available Arena rank is 46, with a best category rank of #1. Average profile coverage is 27%, so model-level gaps remain visible in the cards below.

Best Arena model

GPT-5.6 Sol xHigh

Best category rank #1

Highest coverage

GPT-5.6 Terra xHigh

67% matched signals

Fastest response

GPT-5.6 Terra

0.73s first token

Access mix

Open versus proprietary

Proprietary

47 / 100%

Open weights

0 / 0%

Value leader

GPT-6.1 Sol

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-6.1 Sol

#380

value index

Coding

Code Arena, SWE-bench, and output speed

GPT-6 Astra

#278

coding index

Agents

Search, document, code, and latency

GPT-6.1 Sol Max

#696

agent proxy

Reasoning

Text, document, vision, and mode signals

GPT-5.6 Sol xHigh

#1871

reasoning proxy

Context

Document, search, and text proxy

GPT-5.6 Sol xHigh

#1184

context proxy

OpenAI value ranking table

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

Top 12 of 19

Rank	Model	Index	Price	Latency	Speed	Quality	Sources
#3	GPT-6.1 Sol GPT-6.1 Sol (Max) OpenAIProprietary	80value index	$4.00blended / 1M tokens	1.91stime to first token	57 tok/soutput speed	88quality signal	ArenaArtificial Analysis
#5	GPT-5.6 Sol xHigh gpt-5.6-sol-xhigh OpenAIProprietary	78value index	$8.00blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	80quality signal	ArenaArtificial Analysis
#8	GPT-6 Sol GPT-6 Sol (Max) OpenAIProprietary	76value index	$4.00blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	71quality signal	ArenaArtificial Analysis
#20	GPT-6 Astra GPT-6 Astra (Max) OpenAIProprietary	68value index	$20.00blended / 1M tokens	2.02stime to first token	57 tok/soutput speed	93quality signal	ArenaArtificial Analysis
#25	GPT-5.5 High gpt-5.5-high OpenAIProprietary	66value index	$11.25blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	68quality signal	ArenaArtificial Analysis
#32	GPT-6 Luna GPT-6 Luna (Max) OpenAIProprietary	64value index	$0.200blended / 1M tokens	0.77stime to first token	128 tok/soutput speed	46quality signal	ArenaArtificial Analysis
#33	GPT-5.6 Terra xHigh gpt-5.6-terra-xhigh OpenAIProprietary	64value index	$4.50blended / 1M tokens	9.34stime to first token	123 tok/soutput speed	57quality signal	ArenaArtificial Analysis
#36	GPT-5.6 Luna xHigh gpt-5.6-luna-xhigh OpenAIProprietary	63value index	$0.450blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	44quality signal	ArenaArtificial Analysis
#42	GPT-5.6 Sol GPT-5.6 Sol (xHigh, Codex Harness) OpenAIProprietary	61value index	$8.00blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	55quality signal	ArenaArtificial Analysis
#48	GPT-5.5 Instant gpt-5.5-instant OpenAIProprietary	59value index	$11.25blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	57quality signal	ArenaArtificial Analysis
#50	GPT-5.5 gpt-5.5 OpenAIProprietary	59value index	$11.25blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	56quality signal	ArenaArtificial Analysis
#53	GPT-5.4 gpt-5.4 OpenAIProprietary	58value index	$5.63blended / 1M tokens	Not listedtime to first token	Not listedoutput speed	45quality signal	ArenaArtificial Analysis

GPT-6.1 Sol

GPT-6.1 Sol (Max)

OpenAIProprietary

80value index

Price

$4.00blended / 1M tokens

Latency

1.91stime to first token

Speed

57 tok/soutput speed

Quality

88quality signal

ArenaArtificial Analysis

GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary

78value index

Price

$8.00blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

80quality signal

ArenaArtificial Analysis

GPT-6 Sol

GPT-6 Sol (Max)

OpenAIProprietary

76value index

Price

$4.00blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

71quality signal

ArenaArtificial Analysis

#20

GPT-6 Astra

GPT-6 Astra (Max)

OpenAIProprietary

68value index

Price

$20.00blended / 1M tokens

Latency

2.02stime to first token

Speed

57 tok/soutput speed

Quality

93quality signal

ArenaArtificial Analysis

#25

GPT-5.5 High

gpt-5.5-high

OpenAIProprietary

66value index

Price

$11.25blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

68quality signal

ArenaArtificial Analysis

#32

GPT-6 Luna

GPT-6 Luna (Max)

OpenAIProprietary

64value index

Price

$0.200blended / 1M tokens

Latency

0.77stime to first token

Speed

128 tok/soutput speed

Quality

46quality signal

ArenaArtificial Analysis

#33

GPT-5.6 Terra xHigh

gpt-5.6-terra-xhigh

OpenAIProprietary

64value index

Price

$4.50blended / 1M tokens

Latency

9.34stime to first token

Speed

123 tok/soutput speed

Quality

57quality signal

ArenaArtificial Analysis

#36

GPT-5.6 Luna xHigh

gpt-5.6-luna-xhigh

OpenAIProprietary

63value index

Price

$0.450blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

44quality signal

ArenaArtificial Analysis

#42

GPT-5.6 Sol

GPT-5.6 Sol (xHigh, Codex Harness)

OpenAIProprietary

61value index

Price

$8.00blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

55quality signal

ArenaArtificial Analysis

#48

GPT-5.5 Instant

gpt-5.5-instant

OpenAIProprietary

59value index

Price

$11.25blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

57quality signal

ArenaArtificial Analysis

#50

GPT-5.5

gpt-5.5

OpenAIProprietary

59value index

Price

$11.25blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

56quality signal

ArenaArtificial Analysis

#53

GPT-5.4

gpt-5.4

OpenAIProprietary

58value index

Price

$5.63blended / 1M tokens

Latency

Not listedtime to first token

Speed

Not listedoutput speed

Quality

45quality 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

Value

value index

Coding

Not listed

No coding index

Latency

Not listed

$8.00

GPT-6 Astra

GPT-6 Astra (Max)

Proprietary

Coverage

44%

Best Arena

Code

Value

#20

value index

Coding

coding index

Latency

2.02s

57 tok/s

$20.00

GPT-6.1 Sol Max

gpt-6.1-sol-max

Proprietary

Coverage

33%

Best Arena

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-6 Astra Max

gpt-6-astra-max

Proprietary

Coverage

44%

Best Arena

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-6.1 Sol

GPT-6.1 Sol (Max)

Proprietary

Coverage

44%

Best Arena

Code

Value

value index

Coding

coding index

Latency

1.91s

57 tok/s

$4.00

GPT-6 Sol Max

gpt-6-sol-max

Proprietary

Coverage

33%

Best Arena

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-6 Sol

GPT-6 Sol (Max)

Proprietary

Coverage

22%

Best Arena

Code

Value

value index

Coding

coding index

Latency

Not listed

$4.00

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

gpt-5.5

Proprietary

Coverage

56%

Best Arena

#10

Docs

Value

#50

value index

Coding

#63

coding index

Latency

Not listed

$11.25

GPT-5.5 High

gpt-5.5-high

Proprietary

Coverage

44%

Best Arena

#11

Docs

Value

#25

value index

Coding

Not listed

No coding index

Latency

Not listed

$11.25

GPT-6 Luna Max

gpt-6-luna-max

Proprietary

Coverage

33%

Best Arena

#13

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.6 Terra xHigh

gpt-5.6-terra-xhigh

Proprietary

Coverage

67%

Best Arena

#14

Docs

Value

#33

value index

Coding

#54

coding index

Latency

9.34s

123 tok/s

$4.50

GPT-5.4

gpt-5.4

Proprietary

Coverage

56%

Best Arena

#18

Docs

Value

#53

value index

Coding

#81

coding index

Latency

Not listed

$5.63

GPT-5.4 Search

gpt-5.4-search

Proprietary

Coverage

11%

Best Arena

#20

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

O3 Search

o3-search

Proprietary

Coverage

11%

Best Arena

#21

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.6 Luna xHigh

gpt-5.6-luna-xhigh

Proprietary

Coverage

44%

Best Arena

#23

Docs

Value

#36

value index

Coding

Not listed

No coding index

Latency

Not listed

$0.450

GPT-5.4 High

gpt-5.4-high

Proprietary

Coverage

22%

Best Arena

#23

Vision

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

#26

Docs

Value

#48

value index

Coding

Not listed

No coding index

Latency

Not listed

$11.25

GPT-5.6 Sol

GPT-5.6 Sol (xHigh, Codex Harness)

Proprietary

Coverage

22%

Best Arena

#26

Code

Value

#42

value index

Coding

#15

coding index

Latency

Not listed

$8.00

GPT-5 Search

gpt-5-search

Proprietary

Coverage

11%

Best Arena

#28

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.1 Search

gpt-5.1-search

Proprietary

Coverage

11%

Best Arena

#30

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.2 Chat Latest 20260210

gpt-5.2-chat-latest-20260210

Proprietary

Coverage

22%

Best Arena

#32

Vision

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

#33

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-6 Luna

GPT-6 Luna (Max)

Proprietary

Coverage

44%

Best Arena

#35

Code

Value

#32

value index

Coding

#29

coding index

Latency

0.77s

128 tok/s

$0.200

GPT-5.2 Search Non Reasoning

gpt-5.2-search-non-reasoning

Proprietary

Coverage

11%

Best Arena

#39

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.2

Proprietary

Coverage

44%

Best Arena

#40

Docs

Value

#83

value index

Coding

#77

coding index

Latency

Not listed

$4.81

GPT-5.2 High

gpt-5.2-high

Proprietary

Coverage

22%

Best Arena

#41

Docs

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

#41

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.1

gpt-5.1

Proprietary

Coverage

56%

Best Arena

#43

Docs

Value

#86

value index

Coding

#87

coding index

Latency

Not listed

$3.44

GPT-5.6 Terra

GPT-5.6 Terra (xHigh, Codex Harness)

Proprietary

Coverage

44%

Best Arena

#50

Code

Value

#65

value index

Coding

#46

coding index

Latency

0.73s

112 tok/s

$4.50

GPT-5.1 High

gpt-5.1-high

Proprietary

Coverage

22%

Best Arena

#52

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.6 Luna

GPT-5.6 Luna (xHigh, Codex Harness)

Proprietary

Coverage

22%

Best Arena

#52

Code

Value

#61

value index

Coding

#43

coding index

Latency

Not listed

$0.450

GPT-5.4 Mini High

gpt-5.4-mini-high

Proprietary

Coverage

22%

Best Arena

#53

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

ChatGPT 4o Latest 20250326

chatgpt-4o-latest-20250326

Proprietary

Coverage

22%

Best Arena

#67

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5 Chat

gpt-5-chat

Proprietary

Coverage

11%

Best Arena

#76

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

#77

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.3 Chat Latest

gpt-5.3-chat-latest

Proprietary

Coverage

11%

Best Arena

#78

Text

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

O3 2025 04 16

o3-2025-04-16

Proprietary

Coverage

11%

Best Arena

#81

Vision

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

#84

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5

GPT-5 (Medium)

Proprietary

Coverage

11%

Best Arena

#85

Code

Value

Not listed

No price match

Coding

#76

coding index

Latency

Not listed

GPT-5 High

gpt-5-high

Proprietary

Coverage

11%

Best Arena

#85

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.3 Codex

GPT-5.3-Codex (Codex Harness)

Proprietary

Coverage

44%

Best Arena

#89

Code

Value

#94

value index

Coding

#78

coding index

Latency

44.9s

105 tok/s

$4.81

GPT-4.1 Mini 2025 04 14

gpt-4.1-mini-2025-04-14

Proprietary

Coverage

11%

Best Arena

#89

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

#90

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed

GPT-5.4 Nano High

gpt-5.4-nano-high

Proprietary

Coverage

22%

Best Arena

#93

Vision

Value

#88

value index

Coding

Not listed

No coding index

Latency

Not listed

$0.463

GPT-5.4 Mini

GPT-5.4 mini (High)

Proprietary

Coverage

22%

Best Arena

#95

Code

Value

#92

value index

Coding

#86

coding index

Latency

Not listed

$1.69

O1 2024 12 17

o1-2024-12-17

Proprietary

Coverage

11%

Best Arena

#96

Vision

Value

Not listed

No price match

Coding

Not listed

No coding index

Latency

Not listed