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Model comparison

Llama 4 Maverick vs o3-mini

Data verified

Head-to-head evidence from 5 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

22.7/100
Margin
23.9pts
winning →
OpenAI
46.59/100
0 category wins0 category wins

Public leaderboard positions: Llama 4 Maverick #201 (Supported); o3-mini #141 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Llama 4 Maverick and o3-mini share 5 comparable benchmark results. 0 of 8 categories are comparable. 13 results are unique to Llama 4 Maverick; 5 to o3-mini.

Updated July 24, 2026
Shared results
5
Llama 4 Maverick only
13
o3-mini only
5
Comparable categories
0 / 8

Benchmark data for Llama 4 Maverick and o3-mini is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 3 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

o3-mini is priced at $1.10 input / $4.40 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 4 Maverick. Llama 4 Maverick has the larger context window at 1M, compared with 200K for o3-mini.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Llama 4 Maverick and o3-mini
CategoryLlama 4 MaverickΔo3-mini
CodingLlama 4 MaverickNot measuredMarginNo overlapo3-mini49.3
KnowledgeLlama 4 MaverickNot measuredMarginNo overlapo3-mini77.2
MathLlama 4 Maverick0.7MarginNo overlapo3-miniNot measured
Inst. FollowingLlama 4 MaverickNot measuredMarginNo overlapo3-mini93.9

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricLlama 4 Mavericko3-miniComparison
Input / output priceUSD per 1M tokensLlama 4 Maverick$0 input / $0 outputo3-mini$1.1 input / $4.4 outputLlama 4 Maverick has the lower combined listed price.
Generation speedtokens per secondLlama 4 Maverick121 tok/so3-mini160 tok/so3-mini has the higher measured throughput.
First-answer latencyseconds to first tokenLlama 4 Maverick0.95 so3-mini7.12 sLlama 4 Maverick reaches the first token sooner.
Context windowmaximum listed tokensLlama 4 Maverick1Mo3-mini200KLlama 4 Maverick lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLlama 4 Mavericko3-miniResult
AA Agentic IndexSource 1.3%Not comparable
τ²-bench resultsSource 17.8%28.7%o3-mini leads
GDPval-AASource 0.0%Not comparable
GDPval-AASource 7Not comparable
Coding
BenchmarkLlama 4 Mavericko3-miniResult
AA Coding IndexSource 16.3%Not comparable
AA-SciCodeSource 33.1%39.9%o3-mini leads
SWE-bench VerifiedSource 49.3%Not comparable
Reasoning
BenchmarkLlama 4 Mavericko3-miniResult
AA-LCRSource 46.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkLlama 4 Mavericko3-miniResult
Artificial Analysis Intelligence IndexSource 14.3%19.0%o3-mini leads
AA-GPQA DiamondSource 67.1%74.8%o3-mini leads
AA-HLESource 4.8%8.7%o3-mini leads
AA-Omniscience IndexSource -41.8%Not comparable
AA-Omniscience AccuracySource 24.3%Not comparable
AA-Omniscience Hallucination RateSource 87.3%Not comparable
MMLUSource 86.9%Not comparable
GPQASource 77.2%Not comparable
Math
BenchmarkLlama 4 Mavericko3-miniResult
FrontierMath v2 (Tiers 1-3)Source 0.690%Not comparable
AIME 2024Source 87.3%Not comparable
Multimodal
BenchmarkLlama 4 Mavericko3-miniResult
AA-MMMU-ProSource 62.1%Not comparable
Design Arena WebsiteSource 901Not comparable
Inst. Following
BenchmarkLlama 4 Mavericko3-miniResult
AA-IFBenchSource 43.0%Not comparable
IFEvalSource 93.9%Not comparable
Frequently Asked Questions (3)

Can I compare Llama 4 Maverick and o3-mini on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Llama 4 Maverick and o3-mini today?

Llama 4 Maverick: $0.00 input / $0.00 output per 1M tokens o3-mini: $1.10 input / $4.40 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Llama 4 Maverick
API / mo$0
Self-host / mo$2,610
Break-even
o3-mini
API / mo$4,125
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: July 24, 2026