Model Profile
anthropic/claude-sonnet-4-5-20250929-thinking
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-4-5-20250929-thinking
Author: anthropic
Origin: external_benchmark_shadow
Arch: unknown
Benchmark Coverage
Scored use cases: 12
Avg confidence: 28.3%
Evidence points: 210
Raw rows: 462
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 scoredUse-Case Scores
111
Total Measurements
462
Weighted Measurements
19
Weighted Sources
13
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Thesis red teaming use_case.fin.thesis_red_team | 28.7% |
| Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction | 26.4% |
| Earnings call synthesis use_case.fin.earnings_call_synthesis | 25.8% |
| Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative | 25.2% |
| AML alert triage use_case.fin.aml_alert_triage | 24.2% |
| KYC profile synthesis use_case.fin.kyc_profile_synthesis | 24.2% |
| Filings summarization (10-K/10-Q) use_case.fin.filings_summarization | 22.3% |
| Quant research code generation use_case.fin.alpha_research_codegen | 21.0% |
| Simulation setup assistant use_case.eng.simulation_setup_assistant | 20.9% |
| Component selection assistant use_case.eng.component_selection | 19.8% |
| Runbook step assistant use_case.sre.runbook_steps | 16.0% |
| Cross-paper contradiction analysis use_case.bio.paper_contradictions | 16.0% |
Deployment Fit Calculator
Model
anthropic/claude-sonnet-4-5-20250929-thinking
external/anthropic/claude-sonnet-4-5-20250929-thinking
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 |