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Model comparison

Claude 3 Opus vs Claude 4.1 Opus Thinking

Data verified

Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

Anthropic
41.13/100
Margin
4.6pts
← winning
36.55/100
0 category wins0 category wins

Public leaderboard positions: Claude 3 Opus #168 (Supported); Claude 4.1 Opus Thinking #184 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 3 Opus and Claude 4.1 Opus Thinking share 4 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Claude 3 Opus; 5 to Claude 4.1 Opus Thinking.

Updated July 20, 2026
Shared results
4
Claude 3 Opus only
1
Claude 4.1 Opus Thinking only
5
Comparable categories
0 / 8

Benchmark data for Claude 3 Opus and Claude 4.1 Opus Thinking is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 4 shared benchmark results across 2 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.

Category breakdown

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

Operational comparison

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

MetricClaude 3 OpusClaude 4.1 Opus ThinkingComparison
Input / output priceUSD per 1M tokensClaude 3 Opus$15 input / $75 outputClaude 4.1 Opus ThinkingNot availableA complete price comparison is not available.
Generation speedtokens per secondClaude 3 OpusNot availableClaude 4.1 Opus Thinking29 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude 3 OpusNot availableClaude 4.1 Opus Thinking15.00 sA complete latency comparison is not available.
Context windowmaximum listed tokensClaude 3 Opus200KClaude 4.1 Opus Thinking200KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkClaude 3 OpusClaude 4.1 Opus ThinkingResult
τ²-bench resultsSource 71.4%Not comparable
Coding
BenchmarkClaude 3 OpusClaude 4.1 Opus ThinkingResult
AA Coding IndexSource 19.5%Not comparable
AA-SciCodeSource 23.3%40.9%Claude 4.1 Opus Thinking leads
Reasoning
BenchmarkClaude 3 OpusClaude 4.1 Opus ThinkingResult
AA-LCRSource 66.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkClaude 3 OpusClaude 4.1 Opus ThinkingResult
Artificial Analysis Intelligence IndexSource 11.8%33.7%Claude 4.1 Opus Thinking leads
AA-GPQA DiamondSource 48.9%80.9%Claude 4.1 Opus Thinking leads
AA-HLESource 3.1%11.9%Claude 4.1 Opus Thinking leads
Multimodal
BenchmarkClaude 3 OpusClaude 4.1 Opus ThinkingResult
AA-MMMU-ProSource 67.9%Not comparable
Inst. Following
BenchmarkClaude 3 OpusClaude 4.1 Opus ThinkingResult
AA-IFBenchSource 55.4%Not comparable
Frequently Asked Questions (3)

Can I compare Claude 3 Opus and Claude 4.1 Opus Thinking 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 3 Opus and Claude 4.1 Opus Thinking today?

Claude 3 Opus: $15.00 input / $75.00 output per 1M tokens 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 20, 2026

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