Good starting signal
A recurring process crosses three or more tools, requires copy/paste or follow-up, and has a measurable delay, correction, or opportunity cost.
Businesses
Different industries. The same expensive role: human middleware.
The strongest fit is a lean company where capable people repeatedly move information between customers, spreadsheets, meetings, documents, and systems. The opportunity is defined by the workflow, not a fashionable AI use case.
PROFESSIONAL SERVICES
Client intake, scoping, research, delivery status, document assembly, time capture, approvals, and reporting across consulting, agencies, legal, accounting, and advisory work.
Professional-services diagnostic →CONSTRUCTION & TRADES
Estimate intake, site evidence, schedule coordination, change orders, purchasing, job costing, customer updates, and field-to-office handoffs.
Field-service diagnostic →CLINICS & SERVICES
Enquiries, consent-aware intake, scheduling, reminders, document collection, follow-up, and escalation while clinical or regulated decisions remain human.
Customer workflow →SAAS & AI PRODUCTS
AI feature reliability, tool permissions, evals, cost boundaries, incident evidence, coding-agent control, and safer release decisions.
AI control workflow →MULTI-LOCATION
Configuration, promotions, pricing, reporting, approvals, shared knowledge, and exception handling across stores, branches, franchises, or service locations.
Configuration case →FINANCE & ADMINISTRATION
Document intake, matching, reconciliation preparation, exceptions, close, reporting, receivables, and controlled approvals.
Finance-operations diagnostic →LOGISTICS & MANUFACTURING
Orders, supplier messages, inventory exceptions, dispatch, quality records, maintenance evidence, shift handover, and operational reporting.
Operating brief →Company-size fit
Small enough to feel every handoff. Complex enough that memory no longer works.
Often this means owner-led companies and lean departments of roughly 5–100 people. Larger organizations can also be a fit when the scope is one contained workflow with a clear owner, data boundary, and acceptance test.
Weak starting signal
“We need an AI strategy” without one workflow, owner, data source, or business consequence to examine.
Stop condition
No stable process, no source access, no accountable reviewer, or no way to compare the result with today.
The industry is context
The workflow is the unit of change.
Describe one repeated handoff and the systems around it. The first response will focus on feasibility and boundary, not an AI sales pitch.