RN·

Rustam Nigmatullin · Vancouver, BC

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BEST (Better Environmentally Sound Transportation) · Nonprofit

Responsible AI Training Materials

Practical learning modules, facilitator guidance and six reusable prompt templates for nonprofit work.

Alongside a one-to-one executive AI orientation, I developed a separate set of Responsible AI training materials for BEST. The materials turn AI concepts, verification and human accountability into practical guidance for nonprofit staff.

Develop reusable Responsible AI learning materials for nonprofit work.

  1. 01

    Designed self-contained learning modules with clear learning goals, facilitator notes, exercises, quick checks and takeaways.

  2. 02

    Explained how generative AI works, including the difference between training, context and memory and why fluent answers can still be wrong.

  3. 03

    Developed a Task, Context, Constraints, Output prompting structure and a Find, Open, Match verification method, with review matched to the risk of the task.

  4. 04

    Created six reusable prompt templates covering general requests, grant responses, document summaries, draft procedures, volunteer confirmations and funder updates.

  5. 05

    Connected efficient AI use with environmental responsibility, human oversight, transparency and the elements of an organizational AI policy.

4

documented learning modules

6

reusable prompt templates

Facilitator notes, exercises and quick checks

Verification and human-review guidance

Learning topics and practical tools

Topic 01

How Generative AI Works

Plain-language explanations of models, training, context and memory, with examples of where human judgment belongs.

Topic 02

Prompting & Verification

Task, Context, Constraints, Output; Find, Open, Match; exercises on when to use, verify or reserve a decision for a person.

Topic 03

Efficient Workflows & Templates

Prepare, Prompt, Check, Approve, Reuse; six templates for recurring nonprofit tasks and a way to evaluate changes before claiming savings.

Topic 04

Environment & Accountability

Environmental trade-offs, practical use habits, meaningful oversight, transparency and an outline of organizational AI policy topics.

Meeting notes to a draft procedure

Adapted from the training template. The exercise makes the boundary between an idea and an approved decision explicit.

Also for BEST: Executive AI Orientation ↗
  1. 01

    Separate confirmed decisions, ideas discussed but not approved, and open questions.

  2. 02

    Draft the procedure using only confirmed decisions. Mark missing information [TO CONFIRM].

  3. 03

    List what the process owner must confirm. Keep the document labeled DRAFT - NOT APPROVED until review.

Tools & methods

Instructional designPrompt designSource verificationWorkflow templates