Skip to main content

Model comparison

GPT-4.1 mini vs Llama 3.1 405B

Data verified

Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

43.1/100
Margin
7.8pts
winning →
50.94/100
0 category wins0 category wins

Public leaderboard positions: GPT-4.1 mini #160 (Estimated); Llama 3.1 405B #107 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-4.1 mini and Llama 3.1 405B share 11 comparable benchmark results. 0 of 8 categories are comparable. 11 results are unique to GPT-4.1 mini; 0 to Llama 3.1 405B.

Updated July 24, 2026
Shared results
11
GPT-4.1 mini only
11
Llama 3.1 405B only
0
Comparable categories
0 / 8

Benchmark data for GPT-4.1 mini and Llama 3.1 405B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 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.

GPT-4.1 mini is priced at $0.40 input / $1.60 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 3.1 405B. GPT-4.1 mini has the larger context window at 1M, compared with 128K for Llama 3.1 405B.

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 GPT-4.1 mini and Llama 3.1 405B
CategoryGPT-4.1 miniΔLlama 3.1 405B
CodingGPT-4.1 mini23.6MarginNo overlapLlama 3.1 405BNot measured
KnowledgeGPT-4.1 mini64.2MarginNo overlapLlama 3.1 405BNot measured
MathGPT-4.1 mini4.5MarginNo overlapLlama 3.1 405BNot measured
Inst. FollowingGPT-4.1 mini88.5MarginNo overlapLlama 3.1 405BNot measured

Operational comparison

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

MetricGPT-4.1 miniLlama 3.1 405BComparison
Input / output priceUSD per 1M tokensGPT-4.1 mini$0.4 input / $1.6 outputLlama 3.1 405B$0 input / $0 outputLlama 3.1 405B has the lower combined listed price.
Generation speedtokens per secondGPT-4.1 mini80 tok/sLlama 3.1 405B29 tok/sGPT-4.1 mini has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-4.1 mini0.76 sLlama 3.1 405B2.19 sGPT-4.1 mini reaches the first token sooner.
Context windowmaximum listed tokensGPT-4.1 mini1MLlama 3.1 405B128KGPT-4.1 mini lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
AA Agentic IndexSource 1.7%Not comparable
τ²-bench resultsSource 52.9%19%GPT-4.1 mini leads
GDPval-AASource 0.4%Not comparable
GDPval-AASource 508Not comparable
Coding
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
SWE-bench VerifiedSource 23.6%Not comparable
AA Coding IndexSource 20.2%Not comparable
AA-SciCodeSource 40.4%29.9%GPT-4.1 mini leads
Reasoning
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
AA-LCRSource 42.3%24.3%GPT-4.1 mini leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
MMLUSource 87.5%Not comparable
GPQASource 64.2%Not comparable
Artificial Analysis Intelligence IndexSource 14.8%8.5%GPT-4.1 mini leads
AA-GPQA DiamondSource 66.4%51.5%GPT-4.1 mini leads
AA-HLESource 4.6%4.2%GPT-4.1 mini leads
AA-Omniscience IndexSource -50.1%-17.3%Llama 3.1 405B leads
AA-Omniscience AccuracySource 17.5%22.3%Llama 3.1 405B leads
AA-Omniscience Hallucination RateSource 82.0%51.0%Llama 3.1 405B leads
Math
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
FrontierMath v2 (Tiers 1-3)Source 4.483%Not comparable
Multimodal
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
AA-MMMU-ProSource 58.7%Not comparable
Design Arena WebsiteSource 1027Not comparable
Inst. Following
BenchmarkGPT-4.1 miniLlama 3.1 405BResult
IFEvalSource 88.5%Not comparable
AA-IFBenchSource 38.3%39.0%Llama 3.1 405B leads
Frequently Asked Questions (3)

Can I compare GPT-4.1 mini and Llama 3.1 405B 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 GPT-4.1 mini and Llama 3.1 405B today?

GPT-4.1 mini: $0.40 input / $1.60 output per 1M tokens Llama 3.1 405B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 24, 2026