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Career Readiness Studioby LER.me

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

  • Menu and inventory briefing: instructs an AI assistant to synthesize supplier data, waste reports, and sales trends into actionable purchasing recommendations, evaluating outputs against supplier relationships and seasonal factors.
  • Shift-handoff summaries: prompts an AI assistant to compile open guest concerns, special dietary flags, and reservation notes into a structured briefing for the incoming host, then verifies accuracy before sharing with staff.
  • Concierge query delegation: hands off guest inquiries about local restaurants, attractions, or transportation to an AI assistant, then validates and personalizes the response before delivering it to the guest.

Session plan

  1. 10 minWhat the tool is doing hereWhere this shows up: restaurants and food service facilities, working with supervisors, customers, kitchen staff. Conditions to expect: customer-facing, service-oriented, fast-paced. Entry roles this maps to: Amusement and Recreation Attendants, Baggage Porters and Bellhops, Baristas.
    • hands off guest inquiries about local restaurants, attractions, or transportation to an AI assistant, then validates and personalizes the response before delivering it to the guest.
    From Baggage Porters and Bellhops (39-6011.00)
  2. 15 minA good pass and a bad passDemonstrate concierge query delegation as a baggage porters and bellhop 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.
    From Baggage Porters and Bellhops (39-6011.00)
  3. 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: Spreadsheet software, Office suite software, Electronic mail software.
  4. 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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Career Readiness Studio by LER.me