AI at work · AI-in-the-loop studio · 65 min
Tasking a tool on real sector work
AI tools are already in use across this sector's occupations. This session is about getting a usable first pass, not a magic one.
Target level: Proficient — Has functional knowledge of the skill and can apply it properly in specific on-the-job settings.
Why this design
Do a real sector task with an AI tool: task it, check it, decide what a person still owns. The AI work already happening in this sector's occupations.
What this evidences
- prompting-tasking×1 at Proficient
- tool-workflow-integration×0.6 at Proficient
By the end, the learner can
- Customer interaction coaching: reviews AI-generated feedback on service-orientation metrics from transaction logs and adjusts greeting cadence and complaint-handling language accordingly.
- Assisted scheduling input: provides operational context that refines an AI-generated staffing recommendation for checkout lane coverage, correcting for local foot-traffic patterns the model does not capture.
- Upsell and care-advice generation: prompts an AI system to produce tailored merchandise care or accessory recommendations based on the rental category selected, then personalises the pitch using live cues from the customer interaction.
Session plan
- 10 minWhat the tool is doing hereWhere this shows up: retail settings and client sites, working with managers, customers, sales teams. Conditions to expect: customer-facing, target-driven, persuasion-based. Entry roles this maps to: Cashiers, Counter and Rental Clerks, Demonstrators and Product Promoters.
- reviews AI-generated feedback on service-orientation metrics from transaction logs and adjusts greeting cadence and complaint-handling language accordingly.
- 15 minA good pass and a bad passDemonstrate customer interaction coaching as a cashier would do it. The technique is yours to teach — this plan covers the judgment around it, so narrate the decision points out loud and name which parts were judgment and which were procedure.
- Do it once at working pace so the shape is visible.
- Do it again, stopping at each point where a different call was possible.
- Name the one mistake that costs the most here, and why it's tempting.
- 25 minYour turn, with the checksDo the task with the tool in front of you, on the sector's own material. Every output gets checked against something outside the tool before it moves.
- Tools in play: Office suite software, Spreadsheet software, Data base user interface and query software.
- 15 minWhat stayed humanClose the loop: what changed between the first attempt and the last, and what would have to be true for prompting & tasking to hold up on a bad day.
Assessment (15 items)
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