REACH Scoring — System Architecture
Overview
The REACH (Risk, Engagement, Activity, Commitment, Health) scoring engine processes disparate signals from CRM, product telemetry, and support systems to generate a unified, predictive account health score.
Data Ingestion Layer
- Salesforce: Contract value, renewal date, historical expansion.
- Product Telemetry (Pendo): Feature adoption, login frequency, workflow completion.
- Support (Zendesk): Ticket volume, time-to-resolution, sentiment analysis.
Processing & Scoring Engine
Data is normalized and weighted via a rules-based engine (with ML augmentation for anomaly detection). Each pillar contributes to a 0–100 composite score, updated daily.
Output & Actionability
- CSM Dashboard: Real-time health visualization with drill-down capabilities.
- Automated Alerts: Slack/Email notifications when an account drops below threshold.
- Renewal Forecasting: Feeds directly into the quarterly business review (QBR) prep workflow.
This companion page condenses the production architecture into a visitor-friendly reference without changing the core design.