AI workflow examples for SME teams.
Explore working systems for sales, support, finance, operations, and field teams. Each example shows how everyday work can become a focused AI tool with clear review points.
Where SMEs win with AI first.
AI pays fastest where the work is concrete. Eight operating areas where the first hours usually come back — and what a working system looks like in each.
Sales Operations
CRM · ProposalsLead research, follow-up drafting, call summaries, proposal generation, and pipeline reporting.
Proposal drafts in minutes
See the full exampleCustomer Support
Ticketing · KnowledgeTicket triage, answer suggestions, escalation routing, and searchable support knowledge.
Faster first response
See the full exampleOperations Admin
Back officeInbox processing, document extraction, checklist automation, and recurring reporting.
Admin loops compressed
See the full exampleFinance Operations
Invoices · AnalysisInvoice review, variance explanations, spreadsheet workflows, and management summaries.
Cleaner monthly close
See the full exampleManufacturing
Processes · QAWork instruction search, quality documentation, maintenance notes, and production reporting.
Shop-floor knowledge on demand
See the full exampleProfessional Services
Research · DeliveryResearch assistants, document review, project briefs, and reusable delivery templates.
Reusable delivery IP
See the full exampleRetail & Ecommerce
Catalog · SupportProduct content, customer replies, return analysis, and stock or demand summaries.
Merchandising cycles shortened
See the full exampleField Service
Scheduling · ReportsJob notes, dispatch summaries, equipment knowledge, and post-visit reporting.
Better field-to-office handoff
See the full exampleRead a full report before you commission one.
Three complete AI Readiness & Workflow Audit reports, free to download. The companies are fictional; scope, method, and depth match a real engagement — including the parts that usually stay confidential: figures, budget ranges, and the implementation plan.
Section 04 of each report scores the company on six dimensions from 0 to 5. The anchors behind those numbers are published in full.
The rubric those scores come fromLet's build something useful.
Tell us where the hours go. We reply within two working days — with a first read on the smallest system that would win them back.