Learner worksheet
AI Collaboration Log
A repeatable log for briefing AI, saving outputs, checking assumptions, accepting or rejecting suggestions, and recording the final human decision.
Output standard
A traceable AI collaboration record with prompt, output, checks, revisions, and final decision.
Use when
Use whenever AI materially influences an artifact or decision.
Related sessions
Session 07AI Collaboration 101: Brief, Generate, Check, ReviseAI collaboration practice log with brief, prompt, options, critique, verification, revision, and decisionSession 12Product Owner Story: Case Study and Final WalkthroughProduct Owner case story and final walkthrough with thesis, evidence visuals, AI transparency, tradeoff narrative, outcome signal, limitations, next decision, and Q&A preparation
Worksheet fields
Use this whenever the learner asks AI to generate, critique, revise, or summarize. It makes AI use visible and accountable.
Fields to complete
- Task or artifact
- Brief given to AI
- Prompt used
- AI output summary
- Useful suggestions
- Unsupported claims
- Assumptions
- Privacy or sensitivity check
- Accepted suggestions
- Adapted suggestions
- Rejected suggestions
- Final human decision
Quality check
The learner should be able to explain what AI changed and what human judgment owned.
Check before accepting
- Prompt includes user, task, context, outcome, evidence, constraints, and risk.
- AI output is checked for fake certainty.
- Accepted and rejected suggestions are recorded.
- Final decision is written by the learner.
- Unresolved evidence gaps remain visible.
Starter prompt
This prompt can be used to ask AI to critique its own output before the learner revises.
Starter prompt
Review your previous answer against my user, task, outcome, evidence, constraints, accessibility, privacy, and risk. Identify assumptions, weak claims, missing states, and what a human should verify before using it.