AI Quarterly Business Review Generator for Industrial Equipment Account Managers

Automating Quarterly Business Reviews with AI
Unified Data Aggregation Across Siloed Systems
The agent connects to CRM, ERP, FSM/CMMS, and IoT telemetry sources to normalize asset hierarchies, time zones, and identifiers—eliminating manual data wrangling and reconciliation.
Governed KPI Computation with SLA Intelligence
AI automation applies consistent metric definitions for uptime, MTBF, MTTR, FTFR, and SLA attainment, respecting coverage windows, exclusions, and contract-specific calendars to produce trustworthy, auditable numbers.
Narrative Generation and Executive Deck Assembly
Automated workflows transform raw metrics into account-branded QBR decks with executive summaries, incident timelines, root cause analysis, and actionable roadmaps—ready for customer review.
How Cassidy automates QBR preparation using AI
Step 1: Trigger on QBR schedule or manual request
The Workflow activates automatically based on your quarterly calendar or when an account manager initiates a review—pulling the relevant account, site, and asset scope from your CRM.
Step 2: Aggregate and normalize cross-system data
Cassidy connects to your CRM, ERP, FSM/CMMS, and APM/IoT sources, stitching together work orders, telemetry, contracts, and entitlements while normalizing asset IDs, time zones, and coverage calendars.
Step 3: Compute reliability and service KPIs
Using your Knowledge Base of metric definitions and SLA rules, Cassidy calculates uptime, MTBF, MTTR, FTFR, SLA attainment, PM compliance, and parts fill rates—honoring exclusions and contract-specific clocks.
Step 4: Analyze incidents and generate root cause summaries
Cassidy identifies major incidents, builds timelines with downtime impact, and summarizes failure modes, corrective actions, and lessons learned using your failure code taxonomy and RCA templates.
Step 5: Generate narrative and assemble the QBR deck
The Workflow produces an executive summary, KPI scorecards with trend comparisons, incident pages, maintenance recommendations, and a forward roadmap—exported to your branded PowerPoint or PDF template.
Step 6: Human-in-the-Loop review and distribution
The draft QBR routes to the account manager for review and refinement before Cassidy distributes pre-reads to customer stakeholders and syncs action items back to your CRM and service systems.
Implement it inside your company
- Hands-on onboarding and support
- Self-paced training for your team
- Dedicated implementation experts
- Ongoing use case discovery
- ROI tracking & analytics dashboards
- Proven playbooks to get started fast


