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A · closed · GPT-5.x

GPT-5.5

OpenAI

B · closed · GPT-5.x

GPT-5.6 Luna

OpenAI

11:4

overall capability wins (3 ties across 18 scored). GPT-5.5 leads overall.

  • Reasoning6:0
  • Coding3:3
  • Arena1:0
  • Agents0:1
  • Tool use1:0
  • Composite indices1:1
  • Pricing0:3
  • Speed0:2

Verdict

GPT-5.5 edges reasoning & knowledge; GPT-5.5 ranks higher on LMArena (+24 Elo); GPT-5.6 Luna is ~25.0x cheaper on a blended token basis than GPT-5.5.

  • GPT-5.5 edges reasoning & knowledge
  • GPT-5.5 ranks higher on LMArena (+24 Elo)
  • GPT-5.6 Luna is ~25.0x cheaper on a blended token basis than GPT-5.5

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

GPT-5.5
$12.50
GPT-5.6 Luna
$0.50

GPT-5.6 Luna is about 25.0x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

OpenAI

OpenAI

Family

GPT-5.x

GPT-5.x

License

Proprietary

Proprietary

Open weights

No

No

Release

Apr 23, 2026

Jul 9, 2026

Knowledge cutoff

-

-

API / provider

OpenAI

OpenAI

Modalities

text, image → text

text, image → text

Specs

Context window

1.1M

1.1M

tie

Max output

128K

128K

tie

Parameters

—

—

—

Pricing

Input $/1M

$5

$0.20

B +$4.80

Output $/1M

$30

$1.20

B +$28.80

Blended $/1M (3∶1)

$11.25

$0.45

B +$10.80

Speed

tok/s

70

195

B +125

TTFT (s)

0.5

0.2

B +0.30

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

93.5

91.1

A +2.4 pts

Humanity's Last Exam

45.8

39.5

A +6.3 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

58.0

42.7

A +15.3 pts

AA-LCR v1.1

84.3

83.7

A +0.6 pts

CritPt

27.1

20.6

A +6.5 pts

MMMU-Pro

79.9

78.6

A +1.3 pts

IFBench

75.9

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

58.6

62.7

B +4.1 pts

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

84.3

80.9

A +3.4 pts

Aider Polyglot

—

—

—

Terminal-Bench 3

—

14.3

—

BigCodeBench

—

—

—

SciCode

55.8

53.6

A +2.2 pts

CursorBench

58.4

61.1

B +2.7 pts

SWE-Rebench

62.7

43.6

A +19.1 pts

NL2Repo-Bench

—

—

—

DeepSWE

67.0

67.0

tie

WebDev Arena

1,510

1,519

B +9 Elo

Terminal-Bench 4.0

—

17.3

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,476

1,453

A +24 Elo

GPT-5.5

Context
1.1M / 128K out
Parameters
—
Price
$5 / $30
Speed
70 tok/s · 0.5s TTFT
Modalities
text, image → text
License
Proprietary

Prior OpenAI flagship with strong coding and long context; still widely used alongside the newer 5.6 family.

GPT-5.6 Luna

Context
1.1M / 128K out
Parameters
—
Price
$0.20 / $1.20
Speed
195 tok/s · 0.2s TTFT
Modalities
text, image → text
License
Proprietary

Fastest, cheapest GPT-5.6 tier for high-volume chat, classification, and light coding; July 30, 2026 API cut dropped Standard rates 80% to $0.20/$1.20.

Benchmark charts

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

Reasoning & knowledge

GPQA: A +2.4HLE: A +6.3CritPt: A +6.5AA-LCR: A +0.6Omniscience Acc.: A +15.3MMMU-Pro: A +1.3

Coding

SWE-Pro: B +4.1TermBench: A +3.4SciCode: A +2.2CursorBench: B +2.7SWE-Rebench: A +19.1DeepSWE: tieWebDev Elo: B +9

Tool use & function calling

τ³-Banking: A +7.9

Agents & computer use

GDPval-AA: B +87

Arena

Arena Elo: A +24

Composite indices

AA Index: B +4.8AA Index v4.3: A +1.1

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