Alterspective Sharedo Audit AI Deep-Insight AnalysisMatter Taxonomy · computed on-prem GPU

One configured work type · 8 real kinds of work inside it

The configured type matter-dispute-defendant-general holds 12,231 matters — 41% of the whole book. Clustering what the matters actually are (from their title embeddings) shows it is not one kind of work at all. Each kind below could be its own work type, with its own phase plan, key dates and automation.

30,000matters in the book
12,231in this single type
41%of the whole book
8distinct kinds found
First Party Property Damage Claim2,458 matters · 20% of the type
Insurance litigation matters involving first-party claims for property damage against an insured's own policy.
Directors & Officers Liability Claim1,653 matters · 14% of the type
Litigation arising from alleged breaches of duty by corporate directors or officers in their fiduciary roles.
Cyber Incident Response1,605 matters · 13% of the type
Legal engagement to manage and respond to cyber incidents with a focus on litigation readiness and regulatory compliance.
Workplace Injury Claim1,503 matters · 12% of the type
Litigation arising from claims of workplace injuries brought by employees against employers under workers' compensation or negligence frameworks.
Public Liability Personal Injury Claim1,479 matters · 12% of the type
Litigation involving claims for personal injury arising from alleged public liability incidents against corporate entities.
Motor Vehicle Personal Injury Claim1,387 matters · 11% of the type
Litigation involving claims for personal injury arising from motor vehicle accidents where the defendant is a corporate entity.
Medical Negligence Defence1,356 matters · 11% of the type
Defending corporate entities against claims of medical negligence brought by individuals.
First Party Property Damage Claim790 matters · 6% of the type
Insurance litigation matters involving first-party property damage claims filed by corporate policyholders against their own insurers.
Why it matters: a work type this coarse means one phase plan, one form set and one automation surface stretched over 8 genuinely different kinds of work — reporting, triage and automation all lose their grip. Splitting it is a configuration decision, not a data fix.
Method: all-MiniLM-L6-v2 title embeddings · KMeans k=8 · labels: llm:qwen3-next-80b@sglang · computed on-box, no data left the GPU server.
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