Who this is for

L&D teams asked to show value but currently stuck with completions, attendance, or satisfaction data.

What usually breaks
  • The team starts with the dashboard instead of the decision.
  • Completions are treated as proof of performance.
  • Manager feedback and behavior evidence are added too late.
First 15-minute move

Write the decision first: what will change if the evidence says the program is or is not working?

What to inspect this week

Look for readiness checks, behavior signals, adoption data, manager observations, workflow impact, and evidence limits.

Three ways to work the problem

Start simple, then make the system visible.

Manual way

Define one decision, one behavior signal, one manager observation, and one evidence limit.

Microsoft 365 or Google Workspace way

Use Forms, Excel, Sheets, Power BI, Looker Studio, or a shared scorecard to collect the smallest credible evidence set.

AI-assisted way

Use AI to draft measurement options and manager observation questions, then validate the evidence plan with the program owner.

Prompt starters

Use AI to prepare the work, not replace the judgment.

ChatGPT GPT-5 family

Use an outcome-first prompt with the job, approved source material, constraints, and the exact artifact you want back.

I am working on Team Trying to Prove Impact for an L&D system problem.

Goal: Help me turn the notes below into a practical next move.

Context: Help an L&D team turn thin reporting into a credible evidence plan.

Use these working fields: current situation, what usually breaks, what to inspect, manual move, workspace move, AI-assisted move.

Rules:
- Use only the source notes I provide.
- Do not invent policy details, metrics, learner needs, compliance requirements, or business context.
- Separate known facts, assumptions, missing information, and next actions.
- Flag anything that needs requester, reviewer, leader, legal, compliance, LMS owner, or manager confirmation.
- Keep the output practical enough to review in a working meeting.

Source notes:
[paste approved notes here]

Return:
1. Working diagnosis
2. Known facts
3. Assumptions
4. Missing information
5. Practical next move
6. Review questions for the team

Claude 4 family

Use XML-style sections so context, source material, task, constraints, and output format stay separate.

<context>
I am working on Team Trying to Prove Impact for an L&D system problem.
Help an L&D team turn thin reporting into a credible evidence plan.
</context>

<source_notes>
[paste approved notes here]
</source_notes>

<task>
Turn the source notes into a practical next move using these working fields: current situation, what usually breaks, what to inspect, manual move, workspace move, AI-assisted move.
</task>

<constraints>
Use only the source notes provided.
Do not invent policy details, metrics, learner needs, compliance requirements, or business context.
Separate known facts, assumptions, missing information, risks, and next actions.
Flag anything that changes scope, ownership, evidence, risk, or decision rights.
</constraints>

<output_format>
1. Working diagnosis
2. Known facts
3. Assumptions
4. Missing information
5. Practical next move
6. Review questions for the team
</output_format>

Gemini 3 family

Use a clear task, labeled input, and one example pattern. For Obsidian context, use approved excerpts, Drive exports, Google Docs, or NotebookLM source sets.

Task: Help me make progress on Team Trying to Prove Impact from the notes provided.

Context: Help an L&D team turn thin reporting into a credible evidence plan.

Working fields:
- current situation
- what usually breaks
- what to inspect
- manual move
- workspace move
- AI-assisted move

Example pattern:
Field: Missing information
Good answer: Name the specific information to confirm, who can confirm it, and why it affects the next decision.

Rules:
- Use only the source notes provided.
- If information is missing, write "Needs confirmation".
- Keep the output concise and reviewable.
- End with the next best action.

Source notes:
[paste approved notes here]

Output format:
1. Working diagnosis
2. Known facts
3. Assumptions
4. Missing information
5. Practical next move
6. Review questions for the team

Microsoft 365 Copilot

Use goal, context, source, expectations, and output. For Obsidian context, use approved excerpts, Word summaries, OneDrive files, SharePoint pages, Teams context, or Outlook threads.

Goal: Help me make progress on Team Trying to Prove Impact.

Context: Help an L&D team turn thin reporting into a credible evidence plan.

Source: Use the selected document, meeting notes, spreadsheet, email thread, SharePoint file, or pasted notes as the only source.

Expectations:
- Work with these fields: current situation, what usually breaks, what to inspect, manual move, workspace move, AI-assisted move.
- Mark uncertain items as "Needs confirmation".
- Do not add facts that are not in the source.
- Separate known facts, assumptions, missing information, risks, and next actions.
- Summarize the top review questions for the team.

Output:
1. Working diagnosis
2. Known facts
3. Assumptions
4. Missing information
5. Practical next move
6. Review questions for the team
Try this one thing today

Use the Measurement Planning Worksheet before the next report is built.