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The AI Decision Test — When to Automate

A five-minute scorecard for operators — decide whether AI should draft, assist, or stay out of a task entirely before you waste tokens or create liability.

Why you need a decision test first

Teams burn budget two ways: using AI on work that needs a human judgment call, and not using AI on repetitive draft work a checklist could govern. This test takes five minutes and stops both mistakes.

Run it before you prompt, before you buy a tool, and before you wire AI into a client workflow.

The four zones

ZoneMeaningExample
GreenAI drafts; human spot-checksEmail variants, meeting summaries
YellowAI assists; human owns outcomeCode review, financial summaries
RedHuman only; AI may prep researchLegal advice, medical, hiring final call
GrayPilot with logging and rollbackCustomer-facing chatbots, auto-replies

Scorecard — rate each 1–5

1 = strongly disagree · 5 = strongly agree

  1. Reversible — A wrong answer is cheap to fix (no money, safety, or reputation at risk).
  2. Source-grounded — Truth can be checked against docs, data, or specs you can paste in.
  3. Pattern-rich — You've done this task ten+ times and know what "good" looks like.
  4. Time-heavy, judgment-light — Mostly formatting, summarizing, or first drafts.
  5. Low personalization — One-size-fits-most is acceptable for v1.
  6. Audit trail OK — You can log prompts and outputs without violating privacy.
  7. Stakeholder expects AI — Audience knows content may be AI-assisted (or does not care).

Scoring:

  • 28–35: Green — automate or batch with light review
  • 20–27: Yellow — AI first draft, mandatory human gate
  • Below 20: Red — do not ship AI output without expert review
  • Any single question scored 1 on reversibility or source-grounded: downgrade one zone

Decision tree (copy-paste)

Answer yes/no:

1. Could a wrong answer cost money, safety, or legal exposure? → YES = stop or Red zone
2. Do you have source material to paste in? → NO = research first, don't guess
3. Can a human review in under 10 minutes? → NO = split task or stay Yellow
4. Is this a recurring task (weekly+)? → YES = worth templating + automation
5. Will the output go external without review? → YES = Yellow minimum, often Red

Task templates by zone

Green — ship with checklist

Task: [e.g. weekly status email from bullet notes]
Output: [format]
Sources: [paste notes]
Review: scan for names, numbers, dates only

Yellow — two-pass workflow

Pass 1 — Plan: outline steps and risks; do not execute
Pass 2 — Execute after I approve
Pass 3 — I will verify: [specific checks]

Red — research only

Summarize public sources on [topic]. Label every claim [SOURCED] or [INFERENCE].
Do not recommend a course of action.
I will decide.

Red-flag list (automatic Red zone)

  • Medical, legal, or compliance binding language
  • Credit, insurance, or individualized financial advice
  • Hiring/fire decisions on real candidates
  • Publishing unchecked facts about identifiable people
  • Access to production secrets you cannot paste safely
  • Tasks where the model cannot see the system of record

Pilot checklist (Gray → Green)

  • Define success metric (time saved, error rate, CSAT)
  • Log 20 runs before full rollout
  • Assign human reviewer with veto power
  • Document rollback (how to revert bad sends)
  • Re-run decision test after 30 days

One-page worksheet

Task name: _______________
Requester: _______________
Score (7 questions): ___ / 35
Zone: Green / Yellow / Red / Gray
Reviewer: _______________
Sources attached: Y / N
Reversible if wrong: Y / N
Ship date: _______________
Notes: _______________

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