customer-base-audit

Turn completed audit outputs into an executive-ready document (Word/PDF) organized by insight, not by lens -- Pyramid Principle, SCQA, action titles, embedded exhibits

Complete customer-base audit orchestrator -- runs all lenses with parallel sub-agents and review

Lens 4 -- Compare two acquisition cohorts side-by-side using left-aligned analysis

Lens 3 -- Track a single cohort's behavior over time (activity, frequency, value decay)

Lens 5 -- Assess overall customer base health via C3 chart, acquisition flow, and repeat rates

Lens 1 -- Analyze customer heterogeneity via profit decomposition, distributions, and deciles

Load, validate, and aggregate transaction data for customer-base audit

Lens 2 -- Compare two periods to understand customer dynamics (retained, lost, new)

Lens 6 -- Analyze product/category dimension of customer behavior

Cross-lens validation: consistency checks, arithmetic verification, pitfall scanning