Model Profile

anthropic/claude-sonnet-4.6

Name: anthropic/claude-sonnet-4.6
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-sonnet-4-6

Author: anthropic

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 41.6%

Evidence points: 277

Raw rows: 507

Weighted rows: 61

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

129

Total Measurements

507

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

vectara_hhem_leaderboard 12openhands_index 5vals_finance_agent 5basedagi_doc_summarization_eval 4basedagi_kb_qna_eval 4basedagi_log_triage_eval 4

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	41.1%	48.9%	23	Vals Finance Agent: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	36.9%	43.9%	23	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	36.1%	43.0%	23	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	34.6%	41.2%	23	Vals Finance Agent: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	34.6%	41.2%	23	Vals Finance Agent: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	33.9%	38.9%	23	Vals Finance Agent: overall_accuracy_pct
Log triage use_case.sre.log_triage	devops_sre	33.1%	43.1%	21	BasedAGI Log Triage Eval: overall_score_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	32.9%	42.0%	32	Vals Finance Agent: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	31.9%	38.0%	23	Vals Finance Agent: overall_accuracy_pct
Knowledge base Q&A (with citations) use_case.business.kb_qna_with_citations	business_productivity	31.4%	43.0%	23	Vals Finance Agent: overall_accuracy_pct
Document summarization use_case.business.doc_summarization	business_productivity	30.5%	39.3%	23	Vals Finance Agent: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	30.2%	37.1%	17	Vals Finance Agent: overall_accuracy_pct

Deployment Fit Calculator

Model

anthropic/claude-sonnet-4.6

external/anthropic/claude-sonnet-4-6

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