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Model comparison

Claude 4.1 Opus Thinking vs Composer 2 Fast

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.
35.61/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: Claude 4.1 Opus Thinking #193 (Supported); Composer 2 Fast unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 4.1 Opus Thinking and Composer 2 Fast share 0 comparable benchmark results. 0 of 8 categories are comparable. 9 results are unique to Claude 4.1 Opus Thinking; 1 to Composer 2 Fast.

Updated July 28, 2026
Shared results
0
Claude 4.1 Opus Thinking only
9
Composer 2 Fast only
1
Comparable categories
0 / 8

Benchmark data for Claude 4.1 Opus Thinking and Composer 2 Fast 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.

Operational comparison

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

MetricClaude 4.1 Opus ThinkingComposer 2 FastComparison
Input / output priceUSD per 1M tokensClaude 4.1 Opus ThinkingNot availableComposer 2 FastNot availableA complete price comparison is not available.
Generation speedtokens per secondClaude 4.1 Opus Thinking29 tok/sComposer 2 FastNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude 4.1 Opus Thinking15.00 sComposer 2 FastNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude 4.1 Opus Thinking200KComposer 2 Fast200KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkClaude 4.1 Opus ThinkingComposer 2 FastResult
τ²-bench resultsSource 71.4%Not comparable
Coding
BenchmarkClaude 4.1 Opus ThinkingComposer 2 FastResult
AA-SciCodeSource 40.9%Not comparable
React Native EvalsSource 94.9%Not comparable
Reasoning
BenchmarkClaude 4.1 Opus ThinkingComposer 2 FastResult
AA-LCRSource 66.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkClaude 4.1 Opus ThinkingComposer 2 FastResult
Artificial Analysis Intelligence IndexSource 33.7%Not comparable
AA-GPQA DiamondSource 80.9%Not comparable
AA-HLESource 11.9%Not comparable
Multimodal
BenchmarkClaude 4.1 Opus ThinkingComposer 2 FastResult
AA-MMMU-ProSource 67.9%Not comparable
Inst. Following
BenchmarkClaude 4.1 Opus ThinkingComposer 2 FastResult
AA-IFBenchSource 55.4%Not comparable
Frequently Asked Questions (3)

Can I compare Claude 4.1 Opus Thinking and Composer 2 Fast 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 Claude 4.1 Opus Thinking and Composer 2 Fast today?

Claude 4.1 Opus Thinking: Pricing unavailable 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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