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A · closed · GPT-5.x

GPT-5.6 Sol

OpenAI

B · closed · GPT-5.x

GPT-5.6 Terra

OpenAI

17:0

overall capability wins (3 ties across 20 scored). GPT-5.6 Sol leads overall.

  • Reasoning7:0
  • Coding6:0
  • Arena1:0
  • Agents2:0
  • Tool use1:0
  • Composite indices2:0
  • Pricing0:3
  • Speed0:2

Verdict

GPT-5.6 Sol leads coding (widest gap: +96.1 on WebDev Elo); GPT-5.6 Sol ranks higher on LMArena (+18 Elo); GPT-5.6 Terra is ~1.8x cheaper on a blended token basis than GPT-5.6 Sol.

  • GPT-5.6 Sol leads coding (widest gap: +96.1 on WebDev Elo)
  • GPT-5.6 Sol ranks higher on LMArena (+18 Elo)
  • GPT-5.6 Terra is ~1.8x cheaper on a blended token basis than GPT-5.6 Sol

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

GPT-5.6 Sol
$9
GPT-5.6 Terra
$5

GPT-5.6 Terra is about 1.8x 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

Jul 9, 2026

Jul 9, 2026

Knowledge cutoff

2026-02-16

-

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

$4

$2

B +$2

Output $/1M

$20

$12

B +$8

Blended $/1M (3∶1)

$8

$4.50

B +$3.50

Speed

tok/s

96

135

B +39

TTFT (s)

0.45

0.3

B +0.15

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

94.1

92.5

A +1.6 pts

Humanity's Last Exam

49.5

42.9

A +6.6 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

59.4

46.8

A +12.6 pts

AA-LCR v1.1

84.0

83.0

A +1.0 pts

CritPt

32.3

30.0

A +2.3 pts

MMMU-Pro

83.4

80.7

A +2.7 pts

IFBench

72.7

71.2

A +1.5 pts

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

64.6

63.4

A +1.2 pts

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

88.0

88.0

tie

Aider Polyglot

—

—

—

Terminal-Bench 3

34.6

20.8

A +13.8 pts

BigCodeBench

—

—

—

SciCode

57.1

55.0

A +2.1 pts

CursorBench

67.2

64.9

A +2.3 pts

SWE-Rebench

62.3

—

—

NL2Repo-Bench

—

—

—

DeepSWE

72.7

—

—

WebDev Arena

1,617

1,521

A +96 Elo

Terminal-Bench 4.0

37.3

21.5

A +15.8 pts

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,484

1,466

A +18 Elo

GPT-5.6 Sol

Context
1.1M / 128K out
Parameters
—
Price
$4 / $20
Speed
96 tok/s · 0.45s TTFT
Modalities
text, image → text
License
Proprietary

OpenAI's July 2026 flagship reasoning tier, tuned for hard STEM and agentic work; ChatGPT's top API SKU in the 5.6 family. Promotional Standard rates are $4/$20 (through at least Nov 21, 2026). Fast mode (2× price) delivers up to 2.5× Standard speed, and the Cerebras-powered Ultrafast preview reaches up to 750 tok/s.

GPT-5.6 Terra

Context
1.1M / 128K out
Parameters
—
Price
$2 / $12
Speed
135 tok/s · 0.3s TTFT
Modalities
text, image → text
License
Proprietary

Balanced GPT-5.6 mid-tier for everyday work; July 30, 2026 API cut brought Standard rates to $2/$12 (20% lower), with strong throughput for the price.

Benchmark charts

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

Reasoning & knowledge

GPQA: A +1.6HLE: A +6.6CritPt: A +2.3AA-LCR: A +1.0Omniscience Acc.: A +12.6MMMU-Pro: A +2.7IFBench: A +1.5

Coding

SWE-Pro: A +1.2TermBench: tieTermBench 3: A +13.8TermBench 4: A +15.8SciCode: A +2.1CursorBench: A +2.3WebDev Elo: A +96

Tool use & function calling

τ³-Banking: A +4.1

Agents & computer use

TB-Science: A +13.8GDPval-AA: A +144

Arena

Arena Elo: A +18

Composite indices

AA Index: A +4.5AA Index v4.3: A +4.8

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