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Try a real prompt with ChatGPT Build a structured RCTOF prompt, copy it into ChatGPT, and get actionable M&E outputs.

Try a Real Prompt with ChatGP

Activity: RCTOF Prompt Lab | AI & M&E
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Try a real prompt with ChatGPT

Build a structured RCTOF prompt, copy it into ChatGPT, and get actionable M&E outputs.

Your mission: Use the RCTOF framework (Role, Context, Task, Output, Filter) to craft a precise AI prompt. As you fill in the fields below, your prompt is generated automatically. Then copy & paste into ChatGPT / Claude.

RCTOF Framework: Practical Prompt Structure

Five-component architecture aligned with the 4Cs (Clear, Complete, Contextual, Constrained).

R – Role
Expert identity
C – Context
Sector, country, donor
T – Task
Specific action
O – Output
Format & structure
F – Filter
Constraints, ethics
Show complete RCTOF example (girls' education)
R – Role: You are a senior M&E specialist with 10 years in education programming in Sub-Saharan Africa, expertise in USAID frameworks.
C – Context: Rural Kenya, adolescent girls (12-18) at risk of dropout. Donor requires gender-disaggregated data, SDG 4 alignment. Baseline in 3 months.
T – Task: Develop 5 SMART outcome indicators for quarterly donor reporting.
O – Output: Table with indicator statement, unit, data source, frequency, baseline/target.
F – Filter: Do-no-harm, culturally appropriate, no advanced stats, exactly 5 indicators.
1

Pick an evaluation task (optional)

Choose a scenario to auto-fill the Task field, or write your own:

Youth program questions Healthcare survey themes WASH logic model Report quality check
2

Build your RCTOF prompt (auto-generates)

Fill in each component (your prompt updates instantly)

Your ready-to-copy prompt (RCTOF format):

Fill RCTOF fields above to see your ready-to-copy prompt.
3

Test with real AI

Copy your prompt and use ChatGPT / Claude

Paste the prompt generated above into ChatGPT (or Claude, Gemini). Evaluate the output, then refine your RCTOF components to improve results.

Open ChatGPT →

Reflective learning log

After testing with ChatGPT, note what worked and how you would refine the prompt using RCTOF:

Pro tips: improve your RCTOF prompts
  • Clear: Task must be specific (“list 5 indicators” not “help me with indicators”).
  • Complete: Fill all 5 RCTOF components — Role, Context, Task, Output, Filter.
  • Contextual: Add sector, geography, donor requirements, participant details.
  • Constrained: Use Filter to set ethics, length, language, and exact counts.
  • Example improvement: Instead of vague Filter, write “do-no-harm, max 200 words, avoid male-centric language”.

Now you're ready — copy the prompt, test with ChatGPT, and iterate using the RCTOF framework.

Activity: RCTOF prompt lab | AI Essentials for M&E
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