Model comparison

GPT-5.6 Terra vs GPT-5 Pro

GPT-5.6 Terra is the stronger model overall, scoring 59.2 to 46.4 on the Noometry Index.

Last verified . 8 shared benchmarks.

GPT-5.6 Terra OpenAI

59.2

Rank #17 Confirmed

GPT-5 Pro OpenAI

46.4

Rank #64 Confirmed

Summary

  • They share 8 benchmarks with published results for both. GPT-5.6 Terra scores higher in 4 categories and GPT-5 Pro in 0 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.6 Terra leads 81.6 to 48.5.
  • The biggest single-benchmark swing is ARC-AGI-2: 83.9% for GPT-5.6 Terra and 18.3% for GPT-5 Pro.
  • GPT-5.6 Terra is cheaper at $2 / $12 per million input/output tokens, against $15 / $120 for GPT-5 Pro.
  • GPT-5.6 Terra accepts more context: 1.05M tokens versus 400K.

Side by side

GPT-5.6 Terra and GPT-5 Pro specifications
GPT-5.6 TerraGPT-5 Pro
ProviderOpenAIOpenAI
Noometry Index59.246.4
Released2026-07-092025-10-06
WeightsProprietaryProprietary
Context window1.05M400K
Max output128K272K
Input $ / M tokens$2$15
Output $ / M tokens$12$120
Results tracked5212

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Category by category

Coding GPT-5.6 Terra leads

GPT-5.6 Terra: 57.7 (#19), GPT-5 Pro: 44.0 (#80)

Coding benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
WeirdML78.3%60.4%
DeepSWE69.6%—
FrontierCode41.3%—
CursorBench41.3%—
LMArena WebDev1522—
SciCode55%—
LMArena Coding1484—
ALE-Bench1,951—
AlgoTune—1.31

Agentic & Tool Use Not comparable

GPT-5.6 Terra: 40.1 (#25), GPT-5 Pro: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
APEX-Agents58.2%—
BALROG53.2%—
GDP.pdf24.7%—
Vending-Bench 27,343—

Reasoning GPT-5.6 Terra leads

GPT-5.6 Terra: 60.7 (#21), GPT-5 Pro: 38.9 (#62)

Reasoning benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
ARC-AGI-283.9%18.3%
SimpleBench48.9%61.6%
Kagi LLM Benchmark51.3%76.8%
ARC-AGI-196.5%70.2%
Epoch Capabilities Index159.62150.28
NYT Connections (extended)78.4%—
CritPt30%—
Chess Puzzles54%—
EnigmaEval—18.8%
LMArena Hard Prompts1468—
Mystery Game Puzzles35%—
DTBench93.3%—
LMCA55%—
Surface Evolver Bench83.8%—

Math GPT-5.6 Terra leads

GPT-5.6 Terra: 81.6 (#12), GPT-5 Pro: 48.5 (#63)

Math benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
FrontierMath (Tiers 1-3)86%55.8%
FrontierMath Tier 470.7%19.5%
OTIS Mock AIME 2024-202599.7%—
ProofBench74%—
LMArena Math1466—
FrontierMath Tier 4 (v1)—14.6%

Knowledge GPT-5.6 Terra leads

GPT-5.6 Terra: 61.2 (#30), GPT-5 Pro: 56.7 (#42)

Knowledge benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
GPQA Diamond93.3%—
Humanity's Last Exam—31.6%
SimpleQA Verified43.2%—
LMArena Expert1492—

Multimodal Not comparable

GPT-5.6 Terra: 47.3 (#11), GPT-5 Pro: —

Multimodal benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
LMArena Vision1271—
Blueprint-Bench 230.8%—
Furniture Assembly54.2%—
LMArena Document1472—

Multilingual Not comparable

GPT-5.6 Terra: 54.4 (#44), GPT-5 Pro: —

Multilingual benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
LMArena Non-English1439—
LMArena Chinese1513—
LMArena French1471—
LMArena German1460—
LMArena Japanese1457—
LMArena Korean1425—
LMArena Russian1450—
LMArena Spanish1448—

Instruction Following Not comparable

GPT-5.6 Terra: 76.4 (#40), GPT-5 Pro: —

Instruction Following benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
LMArena Instruction Following1454—

Long Context Not comparable

GPT-5.6 Terra: 44.4 (#68), GPT-5 Pro: —

Long Context benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
LMArena Longer Query1451—

Writing & Preference Not comparable

GPT-5.6 Terra: 70.2 (#23), GPT-5 Pro: —

Writing & Preference benchmarks
BenchmarkGPT-5.6 TerraGPT-5 Pro
LMArena Text1447—
LMArena Creative Writing1410—
EQ-Bench Creative Writing1855—
EQ-Bench 41234—
LMArena Multi-Turn1449—

Frequently asked questions

Is GPT-5.6 Terra better than GPT-5 Pro?

GPT-5.6 Terra is the stronger model overall, scoring 59.2 to 46.4 on the Noometry Index.

Which is cheaper, GPT-5.6 Terra or GPT-5 Pro?

GPT-5.6 Terra is cheaper. It lists at $2 per million input tokens and $12 per million output tokens; GPT-5 Pro lists at $15 and $120.

Is GPT-5.6 Terra or GPT-5 Pro better for coding?

GPT-5.6 Terra scores higher on coding benchmarks: 57.7 versus 44.0 in the Noometry coding category.

Which has the bigger context window?

GPT-5.6 Terra does, with 1.05M tokens against 400K.

How many benchmarks do GPT-5.6 Terra and GPT-5 Pro share?

8 benchmarks have published results for both models. GPT-5.6 Terra has 52 scored results on Noometry and GPT-5 Pro has 12.

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