Model comparison

GPT-4o vs GPT-5.5 Pro

GPT-5.5 Pro is the stronger model overall, scoring 64.3 to 28.6 on the Noometry Index. GPT-4o costs 15× less per token, which makes it the better buy when GPT-5.5 Pro's lead doesn't matter for your workload.

Last verified . 12 shared benchmarks.

GPT-4o OpenAI

28.6

Rank #324 Confirmed

GPT-5.5 Pro OpenAI

64.3

Rank #8 Confirmed

Summary

  • They share 12 benchmarks with published results for both. GPT-4o scores higher in 0 categories and GPT-5.5 Pro in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.5 Pro leads 84.0 to 10.6.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 6.4% for GPT-4o and 100% for GPT-5.5 Pro.
  • GPT-4o is cheaper at $2.50 / $10 per million input/output tokens, against $30 / $180 for GPT-5.5 Pro.
  • GPT-5.5 Pro accepts more context: 1.05M tokens versus 128K.

Side by side

GPT-4o and GPT-5.5 Pro specifications
GPT-4oGPT-5.5 Pro
ProviderOpenAIOpenAI
Noometry Index28.664.3
Released2024-05-132026-04-23
WeightsProprietaryProprietary
Context window128K1.05M
Max output16K128K
Input $ / M tokens$2.50$30
Output $ / M tokens$10$180
Results tracked7214

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Category by category

Coding Not comparable

GPT-4o: 24.8 (#328), GPT-5.5 Pro: —

Coding benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
SWE-bench Verified31%—
SWE-bench Verified (bash only)21.6%—
Aider Polyglot45.3%—
GSO0%—
WeirdML25.1%—
BigCodeBench Instruct51.1%—
LiveBench Coding51.4%—
LMArena Coding1297—
BigCodeBench Complete61.1%—
CadEval26%—
HumanEval+87.2%—
MBPP+72.2%—

Agentic & Tool Use Not comparable

GPT-4o: 21.0 (#141), GPT-5.5 Pro: —

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

Reasoning GPT-5.5 Pro leads

GPT-4o: 9.4 (#343), GPT-5.5 Pro: 73.3 (#10)

Reasoning benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
ARC-AGI-20%84.6%
SimpleBench17.8%76.9%
ARC-AGI-14.5%96.5%
CritPt0%30.6%
Chess Puzzles13%64%
DTBench64.5%96%
LMCA16.6%53.9%
Epoch Capabilities Index128.97162.07
EnigmaEval0.8%—
LiveBench Reasoning55.8%—
LMArena Hard Prompts1281—
LiveBench Data Analysis60.9%—
ForecastBench57.7—
LiveBench55.3%—

Math GPT-5.5 Pro leads

GPT-4o: 10.6 (#312), GPT-5.5 Pro: 84.0 (#10)

Math benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
FrontierMath (Tiers 1-3)0.4%87.7%
OTIS Mock AIME 2024-20256.4%100%
FrontierMath (Feb 2025 set)0.3%52.4%
FrontierMath Tier 4—78%
Omni-MATH29.3%—
LiveBench Math49.5%—
LMArena Math1285—
MATH Level 553.3%—
FrontierMath Tier 4 (v1)—39.6%

Knowledge GPT-5.5 Pro leads

GPT-4o: 28.8 (#242), GPT-5.5 Pro: 64.1 (#19)

Knowledge benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
GPQA Diamond49.2%93.9%
Humanity's Last Exam2.7%—
SimpleQA Verified26%—
MMLU-Pro71.3%—
Confabulations15.3%—
Vectara Hallucination Rate9.6%—
GPQA (HELM)52%—
LMArena Expert1250—
MMLU88.1%—

Multimodal Not comparable

GPT-4o: 34.5 (#91), GPT-5.5 Pro: —

Multimodal benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
LMArena Vision1137—
Video-MME71.9%—
GeoBench71%—
VPCT40%—
ScienceQA88.5%—

Multilingual Not comparable

GPT-4o: 43.2 (#186), GPT-5.5 Pro: —

Multilingual benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
LMArena Non-English1283—
LMArena Chinese1277—
LMArena French1304—
LMArena German1282—
LMArena Japanese1257—
LMArena Korean1234—
LMArena Russian1286—
LMArena Spanish1292—

Instruction Following Not comparable

GPT-4o: 66.6 (#207), GPT-5.5 Pro: —

Instruction Following benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
LiveBench Instruction Following68.6%—
IFEval81.7%—
LMArena Instruction Following1278—

Long Context Not comparable

GPT-4o: 39.4 (#179), GPT-5.5 Pro: —

Long Context benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
Fiction.LiveBench66.7%—
LMArena Longer Query1289—

Writing & Preference Not comparable

GPT-4o: 52.6 (#166), GPT-5.5 Pro: —

Writing & Preference benchmarks
BenchmarkGPT-4oGPT-5.5 Pro
LMArena Text1300—
LMArena Creative Writing1292—
Short-Story Creative Writing81.8%—
WildBench82.8%—
LMArena Multi-Turn1302—
LiveBench Language47.6%—

Frequently asked questions

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

GPT-5.5 Pro is the stronger model overall, scoring 64.3 to 28.6 on the Noometry Index. GPT-4o costs 15× less per token, which makes it the better buy when GPT-5.5 Pro's lead doesn't matter for your workload.

Which is cheaper, GPT-4o or GPT-5.5 Pro?

GPT-4o is cheaper. It lists at $2.50 per million input tokens and $10 per million output tokens; GPT-5.5 Pro lists at $30 and $180.

Which has the bigger context window?

GPT-5.5 Pro does, with 1.05M tokens against 128K.

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

12 benchmarks have published results for both models. GPT-4o has 72 scored results on Noometry and GPT-5.5 Pro has 14.

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