Use cases

Scoped by industry, department and problem.

We do not sell a service list. We start from the chain below, and the pod follows from it.

Industry → Vertical → Department → Use case → Problem statement → Pod solution

Worked examples

IndustryVerticalDepartmentUse caseProblemPod
RetailGroceryFinanceDaily reconciliationRevenue leakage across outletsFinance Operations
SaaSB2BProductActivation funnelSignups not converting to active useProduct
ManufacturingIndustrialReportingManual MISDecisions delayed by daysAutomation
D2CFashionGrowthChannel ROIAd spend with unclear returnGrowth & Reporting
ServicesAgencyOperationsUtilisation trackingMargin invisible until quarter-endBusiness Operations
By industry

Where pods are already scoped.

These are the use cases the composer draws from. If yours is not listed, it is usually a variation of one that is.

Grocery · Pharmacy

Retail

Daily reconciliation, Vendor payout accuracy, Margin leakage by SKU, Stock-out tracking, Outlet performance review, Basket size.

B2B · B2C

SaaS

Activation funnel, Feature adoption, Churn early-warning, Trial-to-paid conversion, Pipeline attribution, MRR and ARR reporting.

Fashion · Beauty

D2C

Channel ROI, Return-rate drivers, Discount impact on margin, Inventory ageing, Repeat purchase rate, Subscription retention.

Industrial

Manufacturing

Manual MIS replacement, Plant-level dashboards, Downtime tracking, Yield variance, Cost-per-unit visibility.

Agency · Professional

Services

Utilisation tracking, Delivery capacity planning, Project profitability, Collections ageing, Engagement throughput, Partner-level MIS.

Who this is for

Best fit, and honest misfit.

A good fit

  • Growing faster than the org chart can keep up
  • A real problem, but not enough work for a senior full-time hire
  • Burnt by freelancers with no ownership, or agencies with no depth
  • Wants a decision-maker in the room, not a ticket-taker

Not a fit

  • Wants a body at a desk, forty hours, priced hourly
  • Cannot name an outcome — only a job description
  • Needs regulated sign-off we cannot legally hold
  • Expects 24/7 availability outside the contracted response window
Get started

Start with one problem. Not a hiring plan.

A short sprint tells you more about the work than three rounds of interviews.