Good AI Task

AI compatibility

Deciding a harassment complaint is exactly the kind of call AI must never make alone.

Human required

A human should do this one.

Average across 1 submission.

4
avg / 100

The honest read

Deciding the outcome of a harassment complaint is one of the clearest examples of work that must not be delegated to an AI agent. It involves credibility assessments, legal liability, irreversible consequences for real people's careers and wellbeing, and ethical accountability that requires a human decision-maker. An AI can assist with documentation or policy lookup, but the decision itself is categorically off-limits for automation.

Aggregated across 1 submission.

The five dimensions

Repeatability

Low

Every harassment complaint involves unique facts, relationships, power dynamics, and contextual nuance. There is no repeatable structure that an agent can reliably apply — each case demands fresh, situated judgment.

Ambiguity Tolerance

Low

Success criteria are deeply contested and context-dependent: what constitutes harassment, what evidence is sufficient, and what outcome is fair are all judgment calls with no crisp, computable answer. The task cannot be verified as 'done correctly' without human review.

Data & Tool Availability

Low

Critical inputs — witness credibility, tone of voice, body language, organizational history, unwritten cultural context — are largely inaccessible to an agent. Even if documents are provided, the agent lacks the full evidentiary picture needed to decide fairly.

Error Cost

High

A wrong outcome can destroy careers, expose the organization to serious legal liability, cause lasting psychological harm to the parties involved, and set dangerous precedents. These consequences are largely irreversible and affect real people's lives.

Human Judgment Required

High

This task demands ethical accountability, empathy, credibility assessment, and legal reasoning that current AI cannot reliably provide. Beyond capability, there is a fundamental accountability requirement: a human must own this decision and be answerable for it.

What an agent would need

  • Full access to all complaint documentation, witness statements, and HR records
  • Knowledge of applicable employment law, company policy, and relevant precedents
  • Ability to assess witness credibility and weigh conflicting accounts
  • A defined, legally defensible decision framework with clear outcome criteria
  • Accountability mechanism — a named human who owns and can be held responsible for the decision

Best-matched agent type

HR Decision Agent

The kind of agent this work would call for if it were a fit. For this task, it isn't.

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