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Stage 1: Which workflow should you investigate first?

Trace Margin research deskSection 11Page 3 of 11Last updated

Choose the smallest workflow with material demand, an observable result and an acceptable exception path. Begin with a one-page workflow brief rather than a vendor shortlist.

What should the workflow brief contain?

  • Problem: unanswered eligible enquiries, booking backlog, queue overflow or another specific failure.
  • Population: locations, telephone numbers, opening hours, supported languages and included call types.
  • Outcome: the operational record that proves completion.
  • Permissions: information the agent may read, records it may change and actions it must never take.
  • Exceptions: who receives unsupported, urgent, disputed or unsuccessful requests.
  • Ownership: one accountable operations owner, plus named system and risk approvers.
  • Alternative: what you would do if AI were unavailable.

Use a definition such as: “Book an eligible non-emergency plumbing visit into the approved dispatch system, within service-area and capacity rules, without promising an unsupported arrival time.” Avoid “answer every call” as the success definition.

How should the starting scope differ by buyer?

Buyer Recommended first scope Required evidence Keep outside the initial autonomous scope
Home-services operator Routine inbound booking or after-hours enquiry capture Correct address, eligible job, service area, capacity and booking identifier Emergency diagnosis, invented estimates and unauthorised dispatch promises
Dental group Approved appointment types at a limited set of practices Correct patient match, provider, location, duration and appointment record Clinical advice, discretionary insurance assurances and unrestricted chart access
Contact-centre operator One routine service intent or defined overflow queue Verified resolution plus repeat-contact and escalation records Broad complaints adjudication or consequential account changes without appropriate controls
Revenue operations team Inbound qualification and approved appointment booking Qualification evidence, accurate CRM record and accepted appointment Automatically adding outbound campaigns to the inbound approval
Outsourcer One client-approved workflow Client permission, workload economics and an agreed responsibility matrix Cross-client data access or unilateral changes to client service commitments

What baseline should you collect?

Export aggregate or appropriately redacted records covering a representative operating period. Include busy and quiet periods, after-hours demand and important location differences.

  • Offered, answered, abandoned and missed calls.
  • Unique enquiries, repeat attempts and calls already recovered by staff.
  • Eligible enquiries versus spam, wrong numbers and unsupported requests.
  • Correctly completed tasks, unresolved cases, cancellations and subsequent corrections.
  • Staff handling, follow-up, quality review and supervisory time.
  • Existing answering-service, telephony and relevant software costs.
  • Available fulfilment capacity: appointment slots, technicians or receiving staff.

Decision: classify the workflow as pilot-ready, prepare first or do not automate yet. Missing outcome evidence or an unowned fallback should produce “prepare first”, not an optimistic readiness score.

Owner: operations. Deliverable: workflow brief, baseline and prerequisite list.