Raw objects in.
Revenue moves out.
Dynamics 365 is not a CRM - it is the sensor grid of the commercial value chain. Every Outlook thread, call report, SharePoint contract, lead, and opportunity is telemetry. This report lays out the operating model that turns a 40-object raw layer into governed signal, MCP-grounded agents, and - the only output that matters - decisions someone acts on this quarter.
The raw object layer
The 40-entity model, grouped by what each object does for revenue - not by where Microsoft filed it. Click any object: what it is, how it joins, what it feeds, and the move it powers.
Signal flow
From source of truth to point of decision in five moves. REST/OData and Graph pull the raw layer, the medallion refines it, and the MCP layer is what lets agents answer questions against governed gold - never against a screenshot of a stale export.
Illustrative reference architecture: components and connections only, no measured values.
Funnel physics
A year of synthetic pipeline through the object layer. Toggle the scenario: what the funnel does when engagement capture and response SLAs are instrumented - the two plays that cost the least and pay the fastest.
Synthetic demo data. The instrumented scenario is modeled, not observed.
Instrument panel
Eight gauges that tell you whether the commercial data engine is healthy - each with its current reading, target, and the single action that moves it. Statuses are triage: FIX now, BUILD next, WATCH always.
Eight commercial data KPIs · current reading vs targetSynthetic demo data. Bar = gauge fill toward target.
The value chain
Where every object earns its keep. Five stages, each instrumented by the layer above it - and stage five is where this report hands off to Finance and the digital twin.
Engage
Every touch captured without asking a rep to type.
Qualify
Signal-scored leads routed inside the response SLA.
Commit
Opportunities with complete data or they don't advance.
Fulfill
Orders to invoices to margin - commercial truth meets Finance.
Learn
Agent-summarized outcomes feed the enterprise ontology.
V4–V5 are the seam where this strategy meets RPT-002 (EHS metrics command) and RPT-003 (value-chain twin): the same governed spine, one ontology, no parallel truths.
Action plan
Six plays, sequenced by physics not politics: cheapest telemetry first, agents once the gold layer deserves them. Hover a play to place it on the impact / effort matrix.
Synthetic demo data. Higher = more impact / more effort.
P2 → P1 → P3 → P5 → P4 → P6
- RPT-001D365 Data StrategyRaw objects to revenue moves · Synthetic demo data
- RPT-002EHS Metrics CommandLeading signal over lagging autopsy · Synthetic demo data
- RPT-003Value-Chain TwinOntology, links and unstructured data · Synthetic demo data
- RPT-004Verifiable AnswersArchitecture for AI you can sign off · Synthetic demo data
- RPT-005EHS BenchmarksReal OSHA data, and what it gets wrong · Real public OSHA data