Model comparison

GPT-4o vs GPT-5.5 Instant

GPT-5.5 Instant is the stronger model overall, scoring 42.5 to 28.5 on the Noometry Index.

Last verified . 24 shared benchmarks.

GPT-4o OpenAI

28.5

Rank #316 Confirmed

GPT-5.5 Instant OpenAI

42.5

Rank #99 Confirmed

Summary

  • They share 24 benchmarks with published results for both. GPT-4o scores higher in 0 categories and GPT-5.5 Instant in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GPT-5.5 Instant leads 48.9 to 28.8.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 6.4% for GPT-4o and 68.1% for GPT-5.5 Instant.

Side by side

GPT-4o and GPT-5.5 Instant specifications
GPT-4oGPT-5.5 Instant
ProviderOpenAIOpenAI
Noometry Index28.542.5
Released2024-05-132026-05-05
WeightsProprietaryProprietary
Context window128K—
Max output16K—
Input $ / M tokens$2.50—
Output $ / M tokens$10—
Results tracked7227

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Category by category

Coding GPT-5.5 Instant leads

GPT-4o: 25.1 (#323), GPT-5.5 Instant: 43.7 (#73)

Coding benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
LMArena Coding12971433
SWE-bench Verified31%—
SWE-bench Verified (bash only)21.6%—
Aider Polyglot45.3%—
SciCode—48.6%
GSO0%—
WeirdML25.1%—
BigCodeBench Instruct51.1%—
LiveBench Coding51.4%—
BigCodeBench Complete61.1%—
CadEval26%—
HumanEval+87.2%—
MBPP+72.2%—

Agentic & Tool Use Not comparable

GPT-4o: 20.8 (#133), GPT-5.5 Instant: —

Agentic & Tool Use benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
GDPval9.9%—
TheAgentCompany8.6%—
Cybench12.5%—
BALROG32.3%—
LMArena Search1006—
METR Time Horizons40.8%—

Reasoning GPT-5.5 Instant leads

GPT-4o: 9.4 (#338), GPT-5.5 Instant: 24.2 (#149)

Reasoning benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
CritPt0%0%
Chess Puzzles13%12%
LMArena Hard Prompts12811426
Epoch Capabilities Index128.97142.48
ARC-AGI-20%—
SimpleBench17.8%—
ARC-AGI-14.5%—
EnigmaEval0.8%—
LiveBench Reasoning55.8%—
DTBench64.5%—
LiveBench Data Analysis60.9%—
LMCA16.6%—
ForecastBench57.7—
LiveBench55.3%—

Math GPT-5.5 Instant leads

GPT-4o: 10.2 (#303), GPT-5.5 Instant: 26.1 (#241)

Math benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
FrontierMath (Tiers 1-3)0.4%26.3%
OTIS Mock AIME 2024-20256.4%68.1%
LMArena Math12851420
FrontierMath Tier 4—2.4%
Omni-MATH29.3%—
LiveBench Math49.5%—
MATH Level 553.3%—
FrontierMath (Feb 2025 set)0.3%—

Knowledge GPT-5.5 Instant leads

GPT-4o: 28.8 (#235), GPT-5.5 Instant: 48.9 (#68)

Knowledge benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
GPQA Diamond49.2%82.5%
LMArena Expert12501409
Humanity's Last Exam2.7%—
SimpleQA Verified26%—
MMLU-Pro71.3%—
Confabulations15.3%—
Vectara Hallucination Rate9.6%—
GPQA (HELM)52%—
MMLU88.1%—

Multimodal GPT-5.5 Instant leads

GPT-4o: 33.9 (#85), GPT-5.5 Instant: 39.3 (#48)

Multimodal benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
LMArena Vision11371250
Video-MME71.9%—
GeoBench71%—
VPCT40%—
LMArena Document—1403
ScienceQA88.5%—

Multilingual GPT-5.5 Instant leads

GPT-4o: 43.4 (#181), GPT-5.5 Instant: 53.0 (#76)

Multilingual benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
LMArena Non-English12831417
LMArena Chinese12771457
LMArena French13031428
LMArena German12821410
LMArena Japanese12571408
LMArena Korean12341393
LMArena Russian12861430
LMArena Spanish12921430

Instruction Following GPT-5.5 Instant leads

GPT-4o: 66.8 (#202), GPT-5.5 Instant: 74.4 (#94)

Instruction Following benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
LMArena Instruction Following12781407
LiveBench Instruction Following68.6%—
IFEval81.7%—

Long Context GPT-5.5 Instant leads

GPT-4o: 39.4 (#174), GPT-5.5 Instant: 43.4 (#92)

Long Context benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
LMArena Longer Query12891422
Fiction.LiveBench66.7%—

Writing & Preference GPT-5.5 Instant leads

GPT-4o: 52.8 (#160), GPT-5.5 Instant: 62.0 (#81)

Writing & Preference benchmarks
BenchmarkGPT-4oGPT-5.5 Instant
LMArena Text13001419
LMArena Creative Writing12911420
LMArena Multi-Turn13021434
Short-Story Creative Writing81.8%—
WildBench82.8%—
LiveBench Language47.6%—

Frequently asked questions

Is GPT-4o better than GPT-5.5 Instant?

GPT-5.5 Instant is the stronger model overall, scoring 42.5 to 28.5 on the Noometry Index.

Is GPT-4o or GPT-5.5 Instant better for coding?

GPT-5.5 Instant scores higher on coding benchmarks: 43.7 versus 25.1 in the Noometry coding category.

How many benchmarks do GPT-4o and GPT-5.5 Instant share?

24 benchmarks have published results for both models. GPT-4o has 72 scored results on Noometry and GPT-5.5 Instant has 27.

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