Fixed across domains
Pipeline, preprocessing discipline, audit controls, state-space construction, concordance metrics, drift logic, anomaly review and dashboard/report structure.
Methodology
The technical framework is kept behind the report. Clients see evidence, decisions and risks. The method ensures the conclusion is traceable.
Pipeline
Collect raw domain evidence.
Normalise, deduplicate, align and window.
Represent entities inside bounded neighbourhoods.
Test whether views and categories agree.
Track temporal change and anomalies.
Pipeline, preprocessing discipline, audit controls, state-space construction, concordance metrics, drift logic, anomaly review and dashboard/report structure.
Entities, source availability, features, constraints, terminology, interpretation rules and useful risk taxonomies.