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Model comparison

Composer 2 Fast vs GPT-4.1 mini

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
N/A
No comparison
43.07/100
0 category wins0 category wins

Public leaderboard positions: Composer 2 Fast unranked (Not scored); GPT-4.1 mini #160 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Composer 2 Fast and GPT-4.1 mini share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Composer 2 Fast; 22 to GPT-4.1 mini.

Updated July 28, 2026
Shared results
0
Composer 2 Fast only
1
GPT-4.1 mini only
22
Comparable categories
0 / 8

Benchmark data for Composer 2 Fast and GPT-4.1 mini is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 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 has the larger context window at 1M, compared with 200K for Composer 2 Fast.

Operational comparison

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

MetricComposer 2 FastGPT-4.1 miniComparison
Input / output priceUSD per 1M tokensComposer 2 FastNot availableGPT-4.1 mini$0.4 input / $1.6 outputA complete price comparison is not available.
Generation speedtokens per secondComposer 2 FastNot availableGPT-4.1 mini80 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenComposer 2 FastNot availableGPT-4.1 mini0.76 sA complete latency comparison is not available.
Context windowmaximum listed tokensComposer 2 Fast200KGPT-4.1 mini1MGPT-4.1 mini lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkComposer 2 FastGPT-4.1 miniResult
AA Agentic IndexSource 1.7%Not comparable
τ²-bench resultsSource 52.9%Not comparable
GDPval-AASource 0.4%Not comparable
GDPval-AASource 508Not comparable
Coding
BenchmarkComposer 2 FastGPT-4.1 miniResult
React Native EvalsSource 94.9%Not comparable
SWE-bench VerifiedSource 23.6%Not comparable
AA Coding IndexSource 20.2%Not comparable
AA-SciCodeSource 40.4%Not comparable
Reasoning
BenchmarkComposer 2 FastGPT-4.1 miniResult
AA-LCRSource 42.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkComposer 2 FastGPT-4.1 miniResult
MMLUSource 87.5%Not comparable
GPQASource 64.2%Not comparable
Artificial Analysis Intelligence IndexSource 14.8%Not comparable
AA-GPQA DiamondSource 66.4%Not comparable
AA-HLESource 4.6%Not comparable
AA-Omniscience IndexSource -50.1%Not comparable
AA-Omniscience AccuracySource 17.5%Not comparable
AA-Omniscience Hallucination RateSource 82.0%Not comparable
Math
BenchmarkComposer 2 FastGPT-4.1 miniResult
FrontierMath v2 (Tiers 1-3)Source 4.483%Not comparable
Multimodal
BenchmarkComposer 2 FastGPT-4.1 miniResult
AA-MMMU-ProSource 58.7%Not comparable
Design Arena WebsiteSource 1022Not comparable
Inst. Following
BenchmarkComposer 2 FastGPT-4.1 miniResult
IFEvalSource 88.5%Not comparable
AA-IFBenchSource 38.3%Not comparable
Frequently Asked Questions (3)

Can I compare Composer 2 Fast and GPT-4.1 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 Composer 2 Fast and GPT-4.1 mini today?

GPT-4.1 mini: $0.40 input / $1.60 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 28, 2026

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