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Applied AI Fluency

When AI Is the Wrong Tool

Learners who need to make responsible calls about whether automation or AI is appropriate at all.

What you will be able to do

  • Diagnose when judgment, empathy, confidentiality or accountability rule out AI.
  • Compare AI against conventional software, process redesign and human delivery.
  • Apply a written decision framework to real business cases.
  • Recommend safeguards, or a non-AI alternative, and defend the choice.

How this is assessed

Decision framework with five worked cases

Submit a reusable framework — the criteria, how they are weighted, and how a decision is recorded — together with five reasoned decisions applying it. At least two cases must conclude against using AI, and at least one must set a boundary part-way through a process rather than at either end.

GradeWhat earns it
PassA complete framework and five worked cases applying it consistently.
MeritCalibrated trade-offs — the reasoning changes appropriately as risk and reversibility change.
DistinctionPractical alternatives and clear escalation criteria that a manager could adopt as written.

Before you submit

  • The framework states its criteria and how they are weighted.
  • Five cases are worked, drawn from real or realistic business situations.
  • At least two conclude against AI, with the alternative named.
  • At least one draws the boundary inside a process rather than around it.
  • Every recommendation carries safeguards and an escalation route.
  • Each case states what would change the decision.

Handing it in

Marked by a product, operations, risk or responsible-AI leader who has made real deployment decisions. You will need an account to submit, so that the mark has somewhere to land. Sign in or create one. The modules are open either way.

Modules

3 modules, self-paced. Nothing is timed and nothing is scored.