Applied AI · Sanitized workflow
CRM to Narrative
A source-grounded reporting workflow that turns meaningful CRM changes into contextual, review-ready narrative—without asking AI to invent the facts.
From signal to story
- 01CRM signalStructured data changes at the source
- 02Change detectionMaterial movement is isolated
- 03Context layerOperating knowledge frames the change
- 04Narrative reasoningThe what and why are drafted
- 05Validation gateEvery numeric claim is checked
- 06Review-ready updateA traceable brief is prepared
A material opportunity moved beyond the reporting threshold, changing the shape of the active pipeline.
The movement is concentrated in a strategically important relationship, signaling a decision point that warrants focused follow-through.
Problem
Operational reporting rarely ends when the dashboard refreshes. Someone still has to notice what moved, determine what is meaningful, recover the relevant context, and explain the change clearly. That final mile is repetitive, slow, and easy to handle inconsistently.
System
The workflow watches structured CRM data for material changes, combines those signals with a controlled business-context layer, and drafts an update that separates what changed from why it matters. The result is prepared for review and publication rather than buried in another export.
Trust
The core design constraint is simple: numbers come from validated data; AI provides interpretation. Numeric claims are checked against their source fields before the narrative moves forward, preserving provenance and a human review path.
“The model explains the signal. It does not own the truth.”
Pattern
- Data remains the source of truth
- Interpretation is grounded in context
- Material changes receive attention
- Numeric claims are validated
- Outputs stay reviewable and traceable
- The pattern can be reused across teams
Note
This public artifact abstracts an operating workflow implemented for an internal team. The data, scenarios, and organizational context shown here are synthetic; the system pattern and design decisions are representative.