Authoritative sources
Catalogs, websites, CRM, ERP, finance, mail, and Revenue Operations
Knowledge Graph · Architecture
A projection you can rebuild, reconcile, and explain.
Authoritative systems emit versioned events. A tenant-scoped projection connects verified entities and relationships, while task views turn that evidence into operational work.
Private Implementation Program · Selected engagements
Append-only events
Idempotent facts with source identity, event time, schema version, and tenant
Reproducible projection
Versioned entities and relationships that can be rebuilt and reconciled
Task views
Operational queues and explanations designed for a decision—not a decorative graph
Non-negotiable contracts
Identity, provenance, time, and money are explicit.
Projection versions and reconciliation checks make change observable rather than silently rewriting history.
Projection, not replacement
CRM, ERP, catalog, finance, and Revenue Operations remain authoritative. The graph is rebuilt from versioned events.
Evidence on every relationship
Each edge carries source, source record, mapping version, observed time, and fact class.
Deterministic product identity
Manufacturer plus exact MPN is the identity boundary; fuzzy model guesses cannot silently merge products.
Financial precision
Financial facts require currency and the time at which the amount was observed.
AI stays optional
The module works with AI disabled. Recommendations are read-only until a person reviews them.
Design Partner Module
Start with one revenue path you need to explain.
Inventory the authoritative sources, define the identity contract, and prove a shadow projection before changing an operational workflow.