Harbridge & Quill (fictional demo) Alterspective
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 →