Look for Repeated Work With Visible Cost
Start with workflows where delay, missing information or repeated handoffs have a measurable cost. Intake, booking, document handling, service requests and field coordination are useful candidates to investigate.
Industry AI matters because the same model behavior has different risks, data needs, workflows, and adoption patterns in each sector.
Candidate Workflows
- Healthcare operations: administrative intake, appointment coordination and document routing
- Financial services: document collection, service triage and preparation for specialist review
- Manufacturing: maintenance, quality, supply chain, field service
- Retail: personalization, inventory, service, pricing
- Travel and hospitality: booking, service, revenue management
- Professional services: knowledge work, review, drafting, client delivery
The Pattern
Evaluate each candidate against volume, data availability, integration effort, business impact and risk. In regulated or consequential workflows, retain the appropriate professional decision maker and approval process. A well-defined operational use case gives the investment a clearer basis for evaluation.