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Model comparison

Claude 4.1 Opus Thinking vs SWE-1.7

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.
36.55/100
No comparison
Cognition
N/A
0 category wins0 category wins

Public leaderboard positions: Claude 4.1 Opus Thinking #184 (Supported); SWE-1.7 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 SWE-1.7 share 0 comparable benchmark results. 0 of 8 categories are comparable. 9 results are unique to Claude 4.1 Opus Thinking; 4 to SWE-1.7.

Updated July 18, 2026
Shared results
0
Claude 4.1 Opus Thinking only
9
SWE-1.7 only
4
Comparable categories
0 / 8

Benchmark data for Claude 4.1 Opus Thinking and SWE-1.7 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.

SWE-1.7 has the larger context window at 256K, compared with 200K for Claude 4.1 Opus Thinking.

Operational comparison

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

MetricClaude 4.1 Opus ThinkingSWE-1.7Comparison
Input / output priceUSD per 1M tokensClaude 4.1 Opus ThinkingNot availableSWE-1.7Not availableA complete price comparison is not available.
Generation speedtokens per secondClaude 4.1 Opus Thinking29 tok/sSWE-1.7Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude 4.1 Opus Thinking15.00 sSWE-1.7Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude 4.1 Opus Thinking200KSWE-1.7256KSWE-1.7 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude 4.1 Opus ThinkingSWE-1.7Result
τ²-bench resultsSource 71.4%Not comparable
Terminal-Bench 2.0Source 81.5%Not comparable
Coding
BenchmarkClaude 4.1 Opus ThinkingSWE-1.7Result
AA-SciCodeSource 40.9%Not comparable
FrontierCode 1.1 MainSource 42.3%Not comparable
Terminal-Bench 2.0Source 81.5%Not comparable
SWE MultilingualSource 77.8%Not comparable
Reasoning
BenchmarkClaude 4.1 Opus ThinkingSWE-1.7Result
AA-LCRSource 66.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkClaude 4.1 Opus ThinkingSWE-1.7Result
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 ThinkingSWE-1.7Result
AA-MMMU-ProSource 67.9%Not comparable
Inst. Following
BenchmarkClaude 4.1 Opus ThinkingSWE-1.7Result
AA-IFBenchSource 55.4%Not comparable
Frequently Asked Questions (3)

Can I compare Claude 4.1 Opus Thinking and SWE-1.7 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 SWE-1.7 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.

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Last updated: July 18, 2026

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