Harbridge & Quill (fictional demo) Alterspective
InSpective · Sharedo AuditSnapshot · 2026-07-01
Engagement · harbridge-quill-demo

Tier T3 · Work type health · roadmap

Matter taxonomy: what the book actually is.

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 computed on-premise, shows it is not one kind of work at all.

How to read this page

What this measures

The distinct kinds of work hidden inside a single bloated configured type, segmented from matter-title embeddings.

How to read it

The gauge shows how much of the book sits in this one type; the bar shows the distinct kinds the AI found inside it.

Why it matters

A single overloaded type hides reporting, routing, and SLA differences that distinct kinds of work genuinely need.

Watch for

Cluster labels and membership are model-derived: KMeans assigns each matter to a cluster and a local LLM names it; the counts are computed from those assignments.

30,000Matters in the book
12,231In this single configured type
7Distinct kinds of work found

The evidence

41%of the whole book in one configured type
41% of every matter in the book sits in this single configured type.
First Party Property Damage Claim = 3,248First party property damage claim3,248Directors & Officers Liability Claim = 1,653Directors & officers liability cla1,653Cyber Incident Response = 1,605Cyber incident response1,605Workplace Injury Claim = 1,503Workplace injury claim1,503Public Liability Personal Injury Claim = 1,479Public liability personal injury c1,479Motor Vehicle Personal Injury Claim = 1,387Motor vehicle personal injury clai1,387Medical Negligence Defence = 1,356Medical negligence defence1,356
Kinds of work found inside the bloated configured type.
KindMattersSample titles
First Party Property Damage Claim3,248Southern Cross Freight Pty Ltd - Property Damage Claim (First Party), Southern Cross Freight Pty. Ltd. - Property Damage Claim (First Party)
Directors & Officers Liability Claim1,653Coastal Industries Pty Limited - Directors & Officers Liability Claim, Northgate Industries Pty Limited - Directors & Officers Liability Clai
Cyber Incident Response1,605Southern Cross Industries Pty Limited - Cyber Incident Response Engage, Northgate Industries Pty Limited - Cyber Incident Response Engagement
Workplace Injury Claim1,503Southern Cross Freight Pty Limited v Ava Hollowell - Workplace Injury , Northgate Freight Pty Limited v Felix Halloran - Workplace Injury Clai
Public Liability Personal Injury Claim1,479Northgate Industries Pty Limited v Kai Marsh - Public Liability Person, Stonecrest Timber Pty Limited v Petra Hartnell - Public Liability Pers
Motor Vehicle Personal Injury Claim1,387Southern Cross Holdings Pty Limited v Willow Hollowell - Motor Vehicle, Fernhill Transport Proprietary Limited v Willow Winslow - Motor Vehicl
Medical Negligence Defence1,356Sterling Industries Pty Limited v Bree Everleigh - Medical Negligence , Fernhill Contracting Pty Limited v Petra Everleigh - Medical Negligenc
Method: all-MiniLM-L6-v2 title embeddings · KMeans · labels: llm:qwen3-next-80b@sglang · computed on-premise.

Next: see the whole book on one map

This page drilled into ONE overloaded type. The next chapter zooms out. The Matter Universe renders all 30,000 matters as a single interactive 3D map, with this finding visible as structure: the bloated type's distinct kinds sit as separate regions you can orbit, focus, and have name themselves.

Continue to the Matter Universe → Full taxonomy breakdown →

From the live engagement
On the engagement that proved this lens, one configured work type had absorbed roughly a third of a book of tens of thousands of matters, and title embeddings segmented it into ~40 distinct kinds of work. It was the highest-value finding per hour of the whole sweep.
roadmap On our roadmap: this lens is proven on a live client engagement and is being generalised into the productised pipeline (alongside Configuration and Lifecycle, which are shipped today). The numbers on this page are real, computed directly from the synthetic corpus, but the lens is not yet a formal, re-runnable step in insights.audit.
Continue the reportNext: Matter Universe →
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