AI at work · AI-in-the-loop studio · 70 min
Checking it before anyone relies on it
Fluent output is the failure mode. Whatever time a tool saves evaporates the first time an unchecked output reaches a customer or a record.
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
- output-verification×1 at Proficient
- escalation-oversight×0.6 at Proficient
By the end, the learner can
- Routing optimization review: evaluates AI-proposed shipment routing alternatives against service-level requirements and client constraints, selecting the optimal method and documenting the rationale.
- Tone and compliance editing: applies critical judgment to AI-generated correspondence drafts, catching factual errors, inappropriate tone, and regulatory language issues that the AI cannot self-assess.
- Claim and inquiry documentation: directs an AI tool to pre-populate invoices and credit inquiry forms from source data, then audits each field for completeness and accuracy before submission.
Session plan
- 15 minWhat the tool is doing hereWhere this shows up: offices and operations centers, working with managers, coworkers, customers or clients. Conditions to expect: deadline-driven, coordination-heavy, documentation-focused. Entry roles this maps to: Bill and Account Collectors, Cargo and Freight Agents, Correspondence Clerks.
- hands off post-call data entry of financial status updates and collection notes to an AI transcription layer integrated with the collections platform, auditing a sample of records each shift for accuracy.
- 15 minA good pass and a bad passDemonstrate documentation workflow as a bill and account collector 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: Data base user interface and query software, Electronic mail software, Document management software.
- 15 minWhat stayed humanClose the loop: what changed between the first attempt and the last, and what would have to be true for output verification to hold up on a bad day.
Assessment (11 items)
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