Illustrative composites—numbers are design targets for shops with this shape, not a list of past engagements.
SCENARIO · TRADE SERVICES · HVAC & PLUMBING
Invoice disputes driven toward zero.
Profile: multi-location HVAC and plumbing—hours lost to homeowner confusion, callbacks, and disputed invoices tied to unreadable notes. Pattern we build: post-job documentation and customer comms automated across every crew (same idea as NoteRelay / CloseDoc-style closeouts).
Design targets: ‑84% invoice disputes · 100% job closeout compliance from day one.
SCENARIO · SAAS · REVENUE OPS
A cleaner funnel, without adding headcount.
Profile: mid‑market SaaS with leads bouncing between marketing, SDRs, and AEs and no clear owner in the first 48 hours. Pattern: routing and qualification on the CRM already in place, fewer manual hops, SLA breaches visible as they happen.
Design targets: 3.2x more meetings per week · zero “lost in CRM” leads.
SCENARIO · INDUSTRIAL · FIELD OPS
From reactive firefighting to predictable maintenance.
Profile: physical infrastructure buried in alerts and truck rolls. Pattern: a control layer that ranks incidents and routes work by distance, expertise, and current crew load—without ripping out existing tools.
Design targets: ‑28% emergency dispatches · +19% asset uptime.