Illustrative examples · Not verified client case studies
These scenarios explain possible approaches. They are not claims about completed client engagements, quotations or guaranteed results.
Construction & trades
The task: Staff re-enter invoice details and reconcile purchase orders.
The approach: Extract agreed fields into a review queue, match known suppliers and flag exceptions. Keep payment approval with the team.
What to check: Measure field accuracy, total handling time including corrections, and duplicate detection.
Explore this approach →Professional services
The task: People struggle to find answers in existing SOPs.
The approach: Search approved documents, provide source references and escalate questions without a supported answer.
What to check: Measure answer quality, unsupported answers, staff interruptions and maintenance effort.
Explore this approach →B2B services
The task: Enquiry follow-ups are inconsistent or forgotten.
The approach: Prepare contextual drafts from authorised CRM information, respect communication preferences and route replies to a person.
What to check: Measure useful replies, complaints, time spent and qualified meetings against a baseline.
Explore this approach →E-commerce & retail
The task: Customer feedback is too scattered to assess systematically.
The approach: Group themes from permitted sources and test product hypotheses with customers.
What to check: Record source quality, sampling limitations and validation outcomes before claiming demand.
Explore this approach →Legal & financial services
The task: The team needs tighter control over where information is processed.
The approach: Assess hardware and access controls, map logs and backups, and evaluate answers against approved material.
What to check: Measure answer quality, data flows, support costs and the effectiveness of access controls.
Explore this approach →Hospitality & leisure
The task: Routine enquiries compete with more complex customer needs.
The approach: Answer from current approved information and escalate complaints, unusual requests and uncertain answers.
What to check: Measure accuracy, useful resolutions, escalation quality and response time.
Explore this approach →Use real task volumes and include review time, exceptions and running costs.
See the example action plan →