1
Intake
Connectors capture events and record changes from Stripe, QuickBooks, Chargebee, NetSuite, Salesforce, and HubSpot.
2
Load
Raw payloads are landed in Spine with provenance metadata: source, timestamp, and connector version.
3
Normalize
Schema Agent maps each payload to canonical entities: Contract, Invoice, Subscription, Revenue, Customer, Payment.
4
Schema Mapping
Source fields are mapped to Fabric properties. Custom fields are preserved and tagged for future mapping.
5
Context Assembly
Entity resolution links customers, contracts, and invoices across systems. Relationship traversal builds dossiers.
6
Projection
Authorized views are rendered into the Finance workbench: Revenue Dashboard, MRR/ARR Trends, Renewal Forecast, and others.
7
OODA
Twin and agents observe the projected state, orient by close calendar, decide on actions, and act through capabilities.
8
Governance
Every capability invocation is authorized, scoped, and logged. Audit receipts are generated and stored.
9
Execution
Approved actions write back to source systems via connectors with transactional consistency where supported.
10
State Update
Source-system confirmations trigger new events, which feed back into Intake, completing the loop.