Model Profile

anthropic/claude-opus-4-1-20250805

Name: anthropic/claude-opus-4-1-20250805
Author: anthropic

External Benchmark Shadowexternal_benchmark_shadowpublic

4,096 ctx

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: external/anthropic/claude-opus-4-1-20250805

Author: anthropic

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 25.4%

Evidence points: 178

Raw rows: 296

Weighted rows: 23

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

6 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

105

Total Measurements

296

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mgsm 48vals_mmlu_pro 48vals_medqa 28vectara_hhem_leaderboard 21vals_sage 20vals_legal_bench 18

Weighted Source Coverage

vectara_hhem_leaderboard 12facts_benchmark_suite 3vals_gpqa 1vals_lcb 1vals_legal_bench 1vals_medcode 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Literature synthesis with citations use_case.bio.literature_synthesis	biomed_science	16.3%	29.5%	15	FACTS Benchmark Suite: facts_grounding_score_pct
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	16.3%	29.5%	15	FACTS Benchmark Suite: facts_grounding_score_pct
Thesis red teaming use_case.fin.thesis_red_team	finance	16.2%	28.6%	15	Vals Tax Eval v2: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	14.5%	25.7%	15	Vals Tax Eval v2: overall_accuracy_pct
Contract Q&A (RAG grounded) use_case.legal.contract_qna	legal	14.3%	23.1%	15	Vals Legal Bench: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	14.2%	25.2%	15	Vals Tax Eval v2: overall_accuracy_pct
Regulatory summary use_case.legal.regulatory_summary	legal	14.1%	22.6%	15	Vals Legal Bench: overall_accuracy_pct
Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast	business_productivity	13.7%	26.3%	15	FACTS Benchmark Suite: facts_grounding_score_pct
AML alert triage use_case.fin.aml_alert_triage	finance	13.6%	24.1%	15	Vals Tax Eval v2: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	13.6%	24.1%	15	Vals Tax Eval v2: overall_accuracy_pct
Contract redline summary use_case.legal.contract_redline_summary	legal	13.4%	21.6%	15	Vals Legal Bench: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	13.0%	24.0%	13	FACTS Benchmark Suite: facts_grounding_score_pct

Deployment Fit Calculator

Model

anthropic/claude-opus-4-1-20250805

external/anthropic/claude-opus-4-1-20250805

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient