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Compare · ModelsLive · 2 picked · head to head

o3 vs Grok 4

Side by side · benchmarks, pricing, and signals you can act on.

Winner summary

o3 wins 10 of 19 shared benchmarks. Leads in coding · knowledge.

Category leads
coding·o3reasoning·Grok 4knowledge·o3math·Grok 4language·Grok 4
Hype vs Reality
o3
#67 by perf·no signal
QUIET
Grok 4
#71 by perf·no signal
QUIET
Best value
1.8x better value than Grok 4
o3
11.0 pts/$
$5.00/M
Grok 4
6.1 pts/$
$9.00/M
Vendor risk
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
xAI logo
xAI
$250.0B·Tier 1
Medium risk
Head to head
o3Grok 4
Aider polyglot
o3 leads by +1.7
Aider Polyglot · measures how well AI models can edit code across multiple programming languages using the Aider coding assistant framework.
o3
81.3
Grok 4
79.6
ARC-AGI
Grok 4 leads by +5.9
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
o3
60.8
Grok 4
66.7
ARC-AGI-2
Grok 4 leads by +9.4
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
o3
6.5
Grok 4
16.0
DeepResearch Bench
Grok 4 leads by +1.3
DeepResearch Bench · evaluates AI on complex multi-step research tasks requiring information gathering, synthesis, and producing comprehensive analyses.
o3
46.6
Grok 4
47.9
Fiction.LiveBench
Grok 4 leads by +5.5
Fiction.LiveBench · a continuously updated benchmark using recently published fiction to test reading comprehension and reasoning, preventing data contamination.
o3
88.9
Grok 4
94.4
FrontierMath-2025-02-28-Private
Grok 4 leads by +1.0
FrontierMath (Feb 2025) · original research-level math problems created by mathematicians, testing capabilities at the boundary of current AI mathematical reasoning.
o3
18.7
Grok 4
19.7
FrontierMath-Tier-4-2025-07-01-Private
FrontierMath Tier 4 (Jul 2025) · the most challenging tier of frontier mathematics, containing problems that push the absolute limits of AI mathematical reasoning.
o3
2.1
Grok 4
2.1
GeoBench
o3 leads by +29.0
GeoBench · tests geographic knowledge and spatial reasoning across countries, landmarks, coordinates, and geopolitical understanding.
o3
74.0
Grok 4
45.0
GPQA diamond
Grok 4 leads by +6.9
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
o3
75.8
Grok 4
82.7
HELM · GPQA
o3 leads by +2.7
o3
75.3
Grok 4
72.6
HELM · IFEval
Grok 4 leads by +8.0
o3
86.9
Grok 4
94.9
HELM · MMLU-Pro
o3 leads by +0.8
o3
85.9
Grok 4
85.1
HELM · Omni-MATH
o3 leads by +11.1
o3
71.4
Grok 4
60.3
HELM · WildBench
o3 leads by +6.4
o3
86.1
Grok 4
79.7
Lech Mazur Writing
o3 leads by +3.2
Lech Mazur Writing · evaluates creative writing ability, assessing prose quality, narrative coherence, and stylistic sophistication.
o3
83.9
Grok 4
80.7
OTIS Mock AIME 2024-2025
Grok 4 leads by +0.1
OTIS Mock AIME 2024–2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
o3
83.9
Grok 4
84.0
SimpleBench
Grok 4 leads by +8.9
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
o3
43.7
Grok 4
52.6
SimpleQA Verified
o3 leads by +5.1
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
o3
53.0
Grok 4
47.9
WeirdML
o3 leads by +6.7
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
o3
52.4
Grok 4
45.7
Full benchmark table
Benchmarko3Grok 4
Aider polyglot
Aider Polyglot · measures how well AI models can edit code across multiple programming languages using the Aider coding assistant framework.
81.379.6
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
60.866.7
ARC-AGI-2
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
6.516.0
DeepResearch Bench
DeepResearch Bench · evaluates AI on complex multi-step research tasks requiring information gathering, synthesis, and producing comprehensive analyses.
46.647.9
Fiction.LiveBench
Fiction.LiveBench · a continuously updated benchmark using recently published fiction to test reading comprehension and reasoning, preventing data contamination.
88.994.4
FrontierMath-2025-02-28-Private
FrontierMath (Feb 2025) · original research-level math problems created by mathematicians, testing capabilities at the boundary of current AI mathematical reasoning.
18.719.7
FrontierMath-Tier-4-2025-07-01-Private
FrontierMath Tier 4 (Jul 2025) · the most challenging tier of frontier mathematics, containing problems that push the absolute limits of AI mathematical reasoning.
2.12.1
GeoBench
GeoBench · tests geographic knowledge and spatial reasoning across countries, landmarks, coordinates, and geopolitical understanding.
74.045.0
GPQA diamond
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
75.882.7
HELM · GPQA
75.372.6
HELM · IFEval
86.994.9
HELM · MMLU-Pro
85.985.1
HELM · Omni-MATH
71.460.3
HELM · WildBench
86.179.7
Lech Mazur Writing
Lech Mazur Writing · evaluates creative writing ability, assessing prose quality, narrative coherence, and stylistic sophistication.
83.980.7
OTIS Mock AIME 2024-2025
OTIS Mock AIME 2024–2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
83.984.0
SimpleBench
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
43.752.6
SimpleQA Verified
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
53.047.9
WeirdML
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
52.445.7
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
OpenAI logoo3$2.00$8.00200K tokens (~100 books)$35.00
xAI logoGrok 4$3.00$15.00256K tokens (~128 books)$60.00