Customer Profitability in the AI Era
Source-grounded pack with AI Workflow Cost-to-Serve Model, Customer Burden and Roadmap Drag Audit, and Customer Economics Action Decision, plus 1 more.
Use this pack when
Choose this pack when the work touches Customer Profitability in the AI Era and you need a bounded workflow with explicit inputs, a defined output, and human review gates.
Included workflows
Choose the job in front of you.
4 source-grounded skills. Load one workflow at a time.
AI Workflow Cost-to-Serve Model
Use this workflow when an AI product must explain customer gross margin by workflow, including model paths, retrieval, retries, evaluations, human review, support, reliability, data, compliance, and pricing rather than blended compute alone.
Output Return an AI workflow cost-to-serve model with:
Customer Burden and Roadmap Drag Audit
Use this workflow when strong-looking customer revenue may hide persistent support, implementation, escalation, custom integration, human-review, or roadmap burden that should become product, paid service, a boundary, or a segment decision.
Output Return a customer burden audit with:
Customer Economics Action Decision
Use this workflow when customer or segment profitability evidence must become a repeatable choice to accelerate, reprice, repackage, automate, redesign, contain, subsidize temporarily, or exit without improvising at renewal.
Output Return a customer economics action decision with:
Revenue Quality Portfolio Review
Use this workflow when leadership must compare customers or segments beyond ARR by margin, retention, learning, fit, expansion quality, support, implementation, roadmap cost, and whether ten similar accounts would strengthen or consume the company.
Output Return a revenue quality portfolio review with:
Human review
Keep consequential decisions explicit.
These workflows structure analysis and artifacts; they do not authorize autonomous external, personnel, financial, legal, security, or other high-impact action.
Source and files
Grounded in the complete Customer Profitability in the AI Era series.
10 source essays · 4 usable skills · reviewed Jul 2026