← Back to “AI for Good” Nonprofit Workshop Resources

<aside> <img src="notion://custom_emoji/4911c20d-2ec8-8108-968e-0003c93a53bb/3071c20d-2ec8-80c9-9383-007a1c296af6" alt="notion://custom_emoji/4911c20d-2ec8-8108-968e-0003c93a53bb/3071c20d-2ec8-80c9-9383-007a1c296af6" width="40px" />

Chiv Heng Consulting — www.chivheng.consulting • LinkedIn

</aside>

Last reviewed: July 2026

The baseline prompt engineering framework described in the Prompt Engineering (Beginner Level) page is a strong starting point for new users of AI platforms:

This is how most users begin using AI. Delegation asks the tool to produce a defined work product.


Moving from Prompting to Delegation

As your comfort and proficiency with AI increases, you can move toward a delegation framework:

Intermediate checks mean checking progress against the definition of done. Without that standard, a check only confirms that work happened, not that it meets your needs.

Delegation Brief (copy, paste, fill in)

PURPOSE AND DECISION
- Purpose:
- Decision this supports:

CONTEXT AND APPROVED INPUTS
- Context:
- Approved inputs:

TASK AND BOUNDARIES
- Task:
- Boundaries:

DELIVERABLE AND AUDIENCE
- Deliverable:
- Audience:

DEFINITION OF DONE
- Acceptance criteria the work product must meet:

CHECKPOINTS
- Where I will review before work continues:

Worked example (synthetic only)

Task: A food-security nonprofit needs a one-page memo before its monthly leadership meeting.

PURPOSE AND DECISION
- Purpose: Summarize anonymized parent-survey feedback.
- Decision this supports: Choose two service improvements to explore next month.

CONTEXT AND APPROVED INPUTS
- Context: Feedback came from a synthetic survey export about pantry pickup.
- Approved inputs: The attached anonymized survey responses only.

TASK AND BOUNDARIES
- Task: Group common themes, note recurring concerns, and identify strengths.
- Boundaries: Do not infer demographics, name respondents, or recommend changes beyond the feedback.

DELIVERABLE AND AUDIENCE
- Deliverable: One-page memo with three themes, two strengths, and two questions for discussion.
- Audience: Executive director and program leads.

DEFINITION OF DONE
- Acceptance criteria the work product must meet: Use plain language, cite response counts for each theme, stay under 500 words, and distinguish feedback from interpretation.

CHECKPOINTS
- Where I will review before work continues: Review the theme list before the memo is drafted. Review the final memo against the acceptance criteria before sharing.

Next: Context Documents for Nonprofits (what makes delegation reliable) and Featured Tool: Claude Cowork (delegation in action).