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KnowledgeOps

2 articles · Page 1 of 1
Data Bricklaying Diary
Data Bricklaying Diary
Sep 15, 2026 · R&D Management

Evaluating Ontology Intelligence Projects: 6 Dimensions Beyond Concept Counts

This article argues that ontology intelligence projects must be evaluated on end-to-end business outcomes rather than concept or triple counts, proposing a six-dimension framework—business value, semantic quality, decision reliability, action closure, security governance, and unit economics—with mandatory safety thresholds and phase-gated decisions to expand, optimize, restrict, or stop projects.

KnowledgeOpsOntology Intelligenceaction reliability
0 likes · 37 min read
Evaluating Ontology Intelligence Projects: 6 Dimensions Beyond Concept Counts
Data Bricklaying Diary
Data Bricklaying Diary
Sep 8, 2026 · Fundamentals

Ontology Isn't a One-Time Deliverable: Versioning, Change Management & Feedback Loops

This article explains why ontologies must be treated as continuously operated semantic baselines rather than static deliverables, detailing four version axes, change set governance, cross-layer impact analysis, compatibility verification, migration strategies, and a feedback loop that attributes runtime signals before correcting the model, illustrated with a credit-risk case study.

KnowledgeOpschange managementcompatibility
0 likes · 30 min read
Ontology Isn't a One-Time Deliverable: Versioning, Change Management & Feedback Loops