Model Profile

anthropic/claude-opus-4-6-thinking

Name: anthropic/claude-opus-4-6-thinking
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-4-6-thinking

Author: anthropic

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 28.4%

Evidence points: 210

Raw rows: 396

Weighted rows: 19

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

111

Total Measurements

396

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_finance_agent 40vals_multimodal_index 32corpfin_taxeval_public 28vals_medqa 28vals_legal_bench 24

Weighted Source Coverage

vals_finance_agent 5vals_corp_fin_v2 3vals_case_law_v2 1vals_gpqa 1vals_lcb 1vals_legal_bench 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	32.4%	35.8%	19	Vals Finance Agent: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	29.5%	32.8%	19	Vals Finance Agent: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	29.1%	32.1%	19	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	28.5%	31.5%	19	Vals Finance Agent: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	27.3%	30.1%	19	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	27.3%	30.1%	19	Vals Finance Agent: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	25.2%	27.8%	19	Vals Finance Agent: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	24.9%	27.0%	13	Vals SWE-bench: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	23.5%	26.1%	19	Vals Finance Agent: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	23.3%	25.3%	15	Vals SWE-bench: overall_accuracy_pct
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	18.6%	21.0%	15	Vals GPQA: overall_accuracy_pct
Literature synthesis with citations use_case.bio.literature_synthesis	biomed_science	18.6%	21.0%	15	Vals GPQA: overall_accuracy_pct

Deployment Fit Calculator

Model

anthropic/claude-opus-4-6-thinking

external/anthropic/claude-opus-4-6-thinking

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