Model comparison

o3-pro vs Phi-4

o3-pro is the stronger model overall, scoring 42.9 to 31.2 on the Noometry Index. Phi-4 costs 400× less per token, which makes it the better buy when o3-pro's lead doesn't matter for your workload.

Last verified . 4 shared benchmarks.

o3-pro OpenAI

42.9

Rank #105 Confirmed

Phi-4 Microsoft

31.2

Rank #279 Confirmed

Summary

  • They share 4 benchmarks with published results for both. o3-pro scores higher in 4 categories and Phi-4 in 1 category; 5 gaps are clear of the uncertainty.
  • The widest gap is in long context, where o3-pro leads 72.2 to 36.9.
  • The biggest single-benchmark swing is Short-Story Creative Writing: 84.4% for o3-pro and 62.6% for Phi-4.
  • Phi-4 is cheaper at $0.07 / $0.14 per million input/output tokens, against $20 / $80 for o3-pro.
  • o3-pro accepts more context: 200K tokens versus 128K.
  • Phi-4 has downloadable open weights; the other is API-only.

Side by side

o3-pro and Phi-4 specifications
o3-proPhi-4
ProviderOpenAIMicrosoft
Noometry Index42.931.2
Released2025-06-102024-12-11
WeightsProprietaryOpen
Context window200K128K
Max output100K4K
Input $ / M tokens$20$0.07
Output $ / M tokens$80$0.14
Results tracked1237

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Category by category

Coding o3-pro leads

o3-pro: 55.5 (#24), Phi-4: 34.4 (#239)

Coding benchmarks
Benchmarko3-proPhi-4
Aider Polyglot84.9%—
WeirdML58.2%—
BigCodeBench Instruct—45.5%
LiveBench Coding—30.7%
LMArena Coding—1231
BigCodeBench Complete—55.4%

Agentic & Tool Use Not comparable

o3-pro: —, Phi-4: 22.8 (#128)

Agentic & Tool Use benchmarks
Benchmarko3-proPhi-4
Berkeley Function Calling Leaderboard—28.8%
BALROG—11.6%

Reasoning o3-pro leads

o3-pro: 23.8 (#171), Phi-4: 17.7 (#291)

Reasoning benchmarks
Benchmarko3-proPhi-4
Epoch Capabilities Index147.42130.42
ARC-AGI-24.9%—
Kagi LLM Benchmark72.1%—
ARC-AGI-159.3%—
Chess Puzzles—1%
LiveBench Reasoning—47.8%
LMArena Hard Prompts—1220
DTBench86.9%—
LiveBench Data Analysis—45.2%
LMCA38.5%—
LiveBench—41.6%

Math Not comparable

o3-pro: —, Phi-4: 20.8 (#285)

Math benchmarks
Benchmarko3-proPhi-4
OTIS Mock AIME 2024-2025—13.8%
LiveBench Math—42%
LMArena Math—1246
MATH Level 5—64.9%

Knowledge Phi-4 leads

o3-pro: 29.5 (#238), Phi-4: 32.6 (#209)

Knowledge benchmarks
Benchmarko3-proPhi-4
Confabulations14.2%29.4%
Vectara Hallucination Rate23.3%3.7%
GPQA Diamond—56.1%
LMArena Expert—1203
MMLU—84.8%

Multilingual Not comparable

o3-pro: —, Phi-4: 37.2 (#237)

Multilingual benchmarks
Benchmarko3-proPhi-4
LMArena Non-English—1197
LMArena Chinese—1212
LMArena French—1224
LMArena German—1222
LMArena Japanese—1158
LMArena Korean—1151
LMArena Russian—1209
LMArena Spanish—1234

Instruction Following Not comparable

o3-pro: —, Phi-4: 60.4 (#251)

Instruction Following benchmarks
Benchmarko3-proPhi-4
LiveBench Instruction Following—58.4%
LMArena Instruction Following—1201

Long Context o3-pro leads

o3-pro: 72.2 (#1), Phi-4: 36.9 (#226)

Long Context benchmarks
Benchmarko3-proPhi-4
Fiction.LiveBench97.2%—
LMArena Longer Query—1217

Writing & Preference o3-pro leads

o3-pro: 57.1 (#133), Phi-4: 40.5 (#244)

Writing & Preference benchmarks
Benchmarko3-proPhi-4
Short-Story Creative Writing84.4%62.6%
LMArena Text—1217
LMArena Creative Writing—1182
LMArena Multi-Turn—1206
LiveBench Language—25.6%

Frequently asked questions

Is o3-pro better than Phi-4?

o3-pro is the stronger model overall, scoring 42.9 to 31.2 on the Noometry Index. Phi-4 costs 400× less per token, which makes it the better buy when o3-pro's lead doesn't matter for your workload.

Which is cheaper, o3-pro or Phi-4?

Phi-4 is cheaper. It lists at $0.07 per million input tokens and $0.14 per million output tokens; o3-pro lists at $20 and $80.

Is o3-pro or Phi-4 better for coding?

o3-pro scores higher on coding benchmarks: 55.5 versus 34.4 in the Noometry coding category.

Which has the bigger context window?

o3-pro does, with 200K tokens against 128K.

How many benchmarks do o3-pro and Phi-4 share?

4 benchmarks have published results for both models. o3-pro has 12 scored results on Noometry and Phi-4 has 37.

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