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Model comparison

Llama 4 Maverick vs Nova Pro

Data verified

Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

23.49/100
Margin
3.2pts
← winning
Amazon
20.32/100
0 category wins0 category wins

Public leaderboard positions: Llama 4 Maverick #191 (Supported); Nova Pro #196 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Llama 4 Maverick and Nova Pro share 12 comparable benchmark results. 0 of 8 categories are comparable. 6 results are unique to Llama 4 Maverick; 0 to Nova Pro.

Updated July 20, 2026
Shared results
12
Llama 4 Maverick only
6
Nova Pro only
0
Comparable categories
0 / 8

Benchmark data for Llama 4 Maverick and Nova Pro is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 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.

Llama 4 Maverick has the larger context window at 1M, compared with 128K for Nova Pro.

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 Nova Pro
CategoryLlama 4 MaverickΔNova Pro
MathLlama 4 Maverick0.7MarginNo overlapNova ProNot measured

Operational comparison

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

MetricLlama 4 MaverickNova ProComparison
Input / output priceUSD per 1M tokensLlama 4 Maverick$0 input / $0 outputNova ProNot availableA complete price comparison is not available.
Generation speedtokens per secondLlama 4 Maverick121 tok/sNova Pro141 tok/sNova Pro has the higher measured throughput.
First-answer latencyseconds to first tokenLlama 4 Maverick0.95 sNova Pro0.81 sNova Pro reaches the first token sooner.
Context windowmaximum listed tokensLlama 4 Maverick1MNova Pro128KLlama 4 Maverick lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLlama 4 MaverickNova ProResult
AA Agentic IndexSource 1.3%Not comparable
τ²-bench resultsSource 17.8%14%Llama 4 Maverick leads
GDPval-AASource 0.0%Not comparable
GDPval-AASource -16Not comparable
Coding
BenchmarkLlama 4 MaverickNova ProResult
AA Coding IndexSource 16.3%Not comparable
AA-SciCodeSource 33.1%20.8%Llama 4 Maverick leads
Reasoning
BenchmarkLlama 4 MaverickNova ProResult
AA-LCRSource 46.0%19.0%Llama 4 Maverick leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkLlama 4 MaverickNova ProResult
Artificial Analysis Intelligence IndexSource 14.3%7.7%Llama 4 Maverick leads
AA-GPQA DiamondSource 67.1%49.9%Llama 4 Maverick leads
AA-HLESource 4.8%3.4%Llama 4 Maverick leads
AA-Omniscience IndexSource -41.8%-47.6%Llama 4 Maverick leads
AA-Omniscience AccuracySource 24.3%17.0%Llama 4 Maverick leads
AA-Omniscience Hallucination RateSource 87.3%77.9%Nova Pro leads
Math
BenchmarkLlama 4 MaverickNova ProResult
FrontierMath v2 (Tiers 1-3)Source 0.690%Not comparable
Multimodal
BenchmarkLlama 4 MaverickNova ProResult
AA-MMMU-ProSource 62.1%44.3%Llama 4 Maverick leads
Design Arena WebsiteSource 903Not comparable
Inst. Following
BenchmarkLlama 4 MaverickNova ProResult
AA-IFBenchSource 43.0%38.1%Llama 4 Maverick leads
Frequently Asked Questions (3)

Can I compare Llama 4 Maverick and Nova Pro 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 Nova Pro today?

Llama 4 Maverick: $0.00 input / $0.00 output per 1M tokens Nova Pro: Pricing unavailable 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
Nova Pro
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

Related Comparisons

Last updated: July 20, 2026

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