Generate Data-Driven QBR Presentations

This is a QBR (Quarterly Business Review) presentation skill that structures customer-facing reviews around an executive-first narrative: lead with the executive summary and key outcomes, present ROI and business-impact metrics before the details, and apply a "So What?" test to every data point so metrics get tied to a business narrative rather than left as raw numbers. The standard structure runs from an executive summary (key achievements, forward-looking priorities, investment asks) through a performance dashboard comparing results against target and the previous quarter across business, operational, and support KPIs, to success stories with before/after metrics and a customer quote, closing with next-quarter priorities. Two advanced components extend it: a weighted account health score (technical health at 40%, business health at 35%, relationship health at 25%, each broken into sub-metrics like adoption rate, ROI achievement, and executive sponsorship) and a risk-and-opportunity matrix that tracks each risk's impact, mitigation plan, owner, and timeline alongside quantified growth opportunities.

Use this skill when preparing a customer-facing quarterly business review that needs to demonstrate value, surface risk, and drive toward specific commitments - it's built around comparing performance to both a target and the prior quarter, not just reporting a snapshot. It also adapts by industry: SaaS/technology QBRs emphasize adoption and API usage, professional services QBRs emphasize project delivery and timeline adherence, and manufacturing/enterprise QBRs emphasize operational efficiency and compliance. It is not a one-way status report - the format assumes stakeholder engagement (polling questions, a "parking lot" slide for off-topic items, role-specific appendices) and always closes with owned, dated action items, so it isn't suited for a passive update with no follow-up structure.

Inputs are the account's actual metrics for the quarter - business KPIs, operational KPIs, support KPIs, account health data, and known risks or opportunities. Outputs are a full slide-by-slide presentation structure: an executive summary, a performance dashboard, success-story slides with quantified before/after results, a weighted health-score assessment, a risk-and-opportunity matrix, a strategic-recommendation template with a week-by-week implementation plan and ROI projection, and a follow-up action table with owners and due dates. Visual design is specified too: consistent color coding (green for success, yellow for caution, red for action needed), a six-line-per-slide text limit, data-source citations for credibility, progressive disclosure for complex data, and a mobile-friendly summary version for stakeholders reviewing on the go.

Customer success and account teams preparing quarterly business reviews for SaaS, professional services, or enterprise accounts, who want a repeatable structure for tying metrics to business narrative, scoring account health, and closing every review with owned next steps.