# Staff AI Training Curriculum

Human Lead. Tech Follows.

Free resource 12 | Operations | Version 1.0 | October 2026

Four 45-minute sessions with exercises, facilitator notes, and a practical skills review.

Audience: Managers, trainers, and nonprofit staff learning approved AI use

## Four weeks of practical AI learning

One 45-minute session each week. Practice with public or fully fictional information.

### Learning outcomes

Participants can choose a suitable first task, write a clear prompt, spot unsupported claims, protect information boundaries, and explain who owns final review. Completion records participation and demonstrated skills. This curriculum is not professional certification.

### Before the first session

Name the trainer and review owner. Confirm approved tools/accounts, permitted data, reporting contacts, and organization-specific policy. If no tool is approved, use paper exercises and supplied fictional outputs. Ask participants about needed formats and access support.

### Materials

This curriculum, the Starter Kit, approved policy, a public or fictional source, a timer, and a place to record examples. Provide a readable digital version and any requested alternatives. Avoid real client, donor, HR, or financial records.

### Facilitator approach

Explain one idea, demonstrate it, let participants practice, then give specific feedback. Offer a way to ask questions privately. Record process difficulties without treating them as personal failings.

## Week 1: AI basics and boundaries

Outcome: choose a suitable task and explain what information stays out.

### 45-minute agenda

0-5: Ask where staff encounter AI in work.
5-15: Explain drafting, uncertainty, and human responsibility.
15-25: Sort sample inputs into suitable practice, needs review, and keep out.
25-35: Discuss the fictional scenario below.
35-42: Each participant chooses a small practice task.
42-45: Exit check and next step.

### Scenario

A colleague wants to paste a real service-recipient note into a personal AI account to make it shorter. Tool approval and allowed data types are unknown. Ask what should happen next and why.

### Facilitator answer

Hold the upload and route the exact use to the designated owner. Use fictional text to explore a format. Removing the name alone does not resolve identification or permission questions.

### Exit check

Name one suitable practice input, one input that needs separate approval, and the organization's reporting contact.
Practice task chosen: ___________________________________________

## Week 2: prompts and source fidelity

Outcome: create a draft with a defined audience, source, and format.

### 45-minute agenda

0-5: Review last week's boundary questions.
5-12: Demonstrate purpose, audience, source, limits, and format.
12-27: Participants draft using the fictional event facts below.
27-37: Compare output with the source and revise.
37-42: Share one useful improvement.
42-45: Exit check.

### Fictional source

Riverbend Community Garden orientation. November 7, 2026, 10-11 a.m. At the fictional Riverbend Center, 100 Example Lane. Free. Register through the fictional example.org/garden page. Bring a water bottle. No accessibility features or contact details are supplied. These details are training fiction, not an actual event.

### Practice prompt

Write a 100-word public announcement using only [FICTIONAL FACTS]. Keep dates, cost, place, and signup accurate. Do not invent access features, urgency, or a contact. Mark missing information for staff confirmation. Add one clear call to action.

### Exit check

Participants identify the audience, source, output limit, and one missing fact. The trainer checks whether the draft preserves the supplied details.

## Week 3: verify the draft

Outcome: identify errors and explain how to correct them.

### 45-minute agenda

0-5: Review the source from Week 2.
5-15: Demonstrate source-to-draft checking.
15-27: Participants inspect the flawed output below.
27-37: Rewrite with supported facts only.
37-42: Discuss clarity, dignity, and access.
42-45: Exit check.

### Intentionally flawed training output

"Join our wheelchair-accessible garden event on November 8 from 9 to 11 a.m. at Riverbend Center. Your $10 fee supports 500 local families. Snacks and transportation are included. Register today before seats sell out."

### Facilitator answer key

Wrong date: November 7 is supplied. Wrong start time: 10 a.m. is supplied. Wrong price: the source says free. Unsupported: accessibility, 500 families, snacks, transportation, scarce seats, and urgency. Missing: full supplied location, accurate signup route, and water-bottle instruction. The source does not support an impact claim.

### Exit check

Explain how to verify a date, a number, and an impact claim. Identify who may approve the final version and how to handle an unresolved fact.

## Week 4: one controlled pilot

Outcome: plan and evaluate a narrowly scoped exercise.

### 45-minute agenda

0-5: Review common errors from practice.
5-15: Name one task, approved input, and reviewer.
15-25: Draft the pilot record below.
25-35: Estimate baseline effort and define quality.
35-42: Explain failure and reporting paths.
42-45: Each participant states a next step.

### Pilot record

Task and intended benefit: ______________________________________
Approved tool/account: __________________________________________
Public/fictional source: __________________________________________
Human reviewer: ________________________________________________
Success standard: ______________________________________________
Baseline and measurement method: _______________________________
Failure contact and manual fallback: ______________________________
Review date: __________________________________________________

### Evaluation

Record preparation, drafting, review, and corrections. Compare with a similar task. Keep, change, or stop using the evidence. A training exercise does not authorize a new integration, data category, or external action.

### Between sessions and after training

Offer a short office hour or feedback route. Ask staff what remains confusing. Update approved team examples when tools or policies change.

## Practical skills review

Use a public or fictional source. Allow the access supports participants need.

### Demonstration tasks

1. Choose a suitable task and approved practice input.
2. Write a prompt specifying audience, source, boundaries, and format.
3. Identify at least two unsupported claims in a supplied flawed draft.
4. Produce a corrected draft and explain who reviews it.
5. Describe how to report an accidental disclosure or unexpected action.

### Observation record

Participant: ___________________ Date: __________________________
Task/input choice: [  ] Demonstrated [  ] More practice
Prompt clarity: [  ] Demonstrated [  ] More practice
Source checking: [  ] Demonstrated [  ] More practice
Review responsibility: [  ] Demonstrated [  ] More practice
Reporting route: [  ] Demonstrated [  ] More practice

### Feedback and follow-up

Strength observed: ______________________________________________
One specific practice need: _______________________________________
Support or format adjustment: ___________________________________
Practice owner/date: ____________________________________________

### Completion record wording

[NAME] participated in four HLTF-based introductory sessions and completed a practice review on [DATE]. Document any remaining support needs separately. Do not describe this as certification or permission for all AI uses.

## Reuse

You may adapt these templates for your nonprofit's internal work and share the unmodified resource with colleagues. Keep HLTF attribution on the original. Do not resell or imply endorsement.
