Case Studies — Problem to Outcome

Case studies — problem to outcome

Illustrative anonymous samples: challenge → solution → build → impact → live demo → diagnosis. Not a technology portfolio.

All cases are fictional composites for sales education. No real client names, contracts, or confidential figures.

How we tell the story

Manufacturing (illustrative sample)

Challenge: Production, inventory, and cost data live in departmental spreadsheets — two days to consolidate, errors found at month-end.
Improvement plan: Unify input at the shop floor with one operational DB, dashboards, and lightweight approval flows.
Build example: Web capture for inventory & production + daily KPI tiles + admin alerts
Expected impact (reference): ~60% less consolidation effort; month-end close ~3 business days faster (reference range)
Typical timeline: 6–8 weeks

Retail (illustrative sample)

Challenge: Store-level stock and ordering rely on phone/FAX — stockouts and overstock happen together.
Improvement plan: Tablet ordering in stores, HQ dashboard, and rule-based reorder suggestions.
Build example: SKU master sync, safety-stock alerts, order history visibility
Expected impact (reference): Reference ~15% fewer stockouts; ~40% less ordering admin
Typical timeline: 5–7 weeks

Professional services (illustrative sample)

Challenge: Sorting inquiry mail and drafting replies consumes senior time — slow first response.
Improvement plan: Intake forms, AI summaries, routing, and template-assisted replies.
Build example: Category routing, priority tags, draft replies (human review required)
Expected impact (reference): Reference ~50% faster first touch; after-hours triage automated
Typical timeline: 4–6 weeks

Construction (illustrative sample)

Challenge: Site photos and daily reports via chat/paper — HQ reporting delays and missing info.
Improvement plan: Mobile daily reports, photo tags, progress dashboard, approval audit trail.
Build example: Field-to-HQ progress view, safety checklists, PDF daily reports
Expected impact (reference): Reference ~70% less reporting delay; earlier rework detection
Typical timeline: 6–8 weeks

E-commerce (illustrative sample)

Challenge: Product listing and support sit in separate tools — sync errors and inconsistent replies.
Improvement plan: Unified product master, AI draft replies, stock warnings, template library.
Build example: Cart integration, FAQ suggestions, escalation rules
Expected impact (reference): Reference ~35% faster support; ~half the listing errors
Typical timeline: 5–7 weeks

B2B sales (illustrative sample)

Challenge: Proposals, quotes, and discovery notes live in personal folders — low repeatability.
Improvement plan: Semi-automated discovery → proposal → quote flow with reusable templates.
Build example: Industry proposal templates, ROI estimates, PDF output, approval steps
Expected impact (reference): Reference ~45% faster proposals; ~10pt win-rate headroom
Typical timeline: 6–10 weeks