483SIGNAL.COMManage supplier listing
483 Signal (483signal.com) — Linked FDA enforcement knowledge graph: 109,238 documents (108,419 Form 483 observations, 819 Warning Letters, 17,711 recalls) resolved across 16,555 company profiles, with every document rule-classified by GMP category and facility type, and confidence-scored causal links showing how a 483 escalates into a Warning Letter and then a recall.. Mid-scale, high-density corpus: ~109K documents / 16.5K companies with a proprietary classification + entity-linking layer on top. Very small operator (solo/micro team, no named staff, self-serve checkout, no consulting arm) b…
Datasets
1Linked FDA enforcement knowledge graph: 109,238 documents (108,419 Form 483 observations, 819 Warning Letters, 17,711 recalls) resolved across 16,555 company profiles, with every document rule-classified by GMP category and facility type, and confidence-scored causal links showing how a 483 escalates into a Warning Letter and then a recall.
Scale 109From 17 yearsCoverage Health Care · Information Technology
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What does 483signal do?
483 Signal (483signal.com) — Linked FDA enforcement knowledge graph: 109,238 documents (108,419 Form 483 observations, 819 Warning Letters, 17,711 recalls) resolved across 16,555 company profiles, with every document rule-classified by GMP category and facility type, and confidence-scored causal links showing how a 483 escalates into a Warning Letter and then a recall.. Mid-scale, high-density corpus: ~109K documents / 16.5K companies with a proprietary classification + entity-linking layer on top. Very small operator (solo/micro team, no named staff, self-serve checkout, no consulting arm) b…
What data does 483signal offer?
483signal offers (Alternative, Supply Chain, Reference, Sentiment) — 109,238 documents total (108,419 Form 483s, 819 Warning Letters, 17,711 recalls) across 16,555 company profiles, refreshed daily with 1-3 business day publication lag..
What is 483signal's data used for?
Supplier/vendor GMP risk scoring for procurement; M&A and equity due diligence on manufacturing assets; short-interest and credit alt-signal from escalation probability; FDA inspection-outcome prediction models; training/evaluating LLM classifiers on regulatory findings; pharma quality benchmarking dashboards.
How is 483signal's data delivered?
The data is with 17 years of history.
What does 483signal cover?
Coverage spans US, UK, APAC, Europe; Pharmaceuticals, Application Software; alternative, supply_chain, reference, sentiment; equities.
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