AINUA AI Academy
Practical toolkit · Prompt library

12 tested prompts · 4 families · 1 human check each

Prompts that tell you
what to check next.

A prompt is only half the work. Each of these comes from a lesson, points at a standard workflow, and ends with the thing you still have to verify yourself.

12prompts
4 prompt families
12 standard workflows referenced
0 prompts without a human check
013 prompts

Research and verify

Find evidence, test claims and keep a source trail you can defend later.

Ends with a named human decision
023 prompts

Create and communicate

Draft in your own voice, then check facts, rights and tone before anyone reads it.

Ends with a named human decision
033 prompts

Work and organise

Turn repeated tasks into workflows with owners, checks and a visible decision point.

Ends with a named human decision
043 prompts

Build and operate

Specify, test and run things other people depend on, without pretending the risk is gone.

Ends with a named human decision

Copy, adapt, verify

Take the prompt.
Keep the judgement.

12 prompts · Every prompt ends with a human check. Copy it, adapt it, then verify the result yourself.
P1W2 · Research, Triangulate, Cite

Build a source trail before you trust an answer

Turn a vague question into a scoped one with named evidence requirements.

Lesson F5.3 →
P2W2 · Research, Triangulate, Cite

Claim ledger for a finished draft

Separate what is checked, what is assumed and what is invented.

Lesson F4.2 →
P3W2 · Research, Triangulate, Cite

Compare two documents without losing the exceptions

Summarise long material while preserving disagreements and limits.

Lesson F5.2 →
P4W1 · Draft, Check, Decide

Draft in your voice, not the internet's

Get a usable first draft that still sounds like the person sending it.

Lesson F5.1 →
P5W5 · Content Production

Rights and disclosure check before publishing

Catch copyright, likeness, consent and disclosure problems while they are still cheap.

Lesson F4.6 →
P6W1 · Draft, Check, Decide

Say it plainly enough for everyone

Rewrite for a mixed-language, mobile, mixed-literacy audience without dumbing it down.

Lesson F5.7 →
P7W3 · Capture, Structure, Act

Turn a repeated task into a written workflow

Document a process so someone else can run it and you can improve it.

Lesson F6.1 →
P8W11 · High-Stakes Stoplight

Decide whether AI belongs here at all

Sort a task into low, moderate or high stakes before automating any of it.

Lesson F4.7 →
P9W4 · Data to Decision

Clean a spreadsheet before you believe it

Inspect data honestly instead of analysing whatever happens to be in the file.

Lesson F3.6 →
P10W10 · Build, Test, Ship, Learn

Turn a problem into a specification

Write down what you are building and how you will know it works.

Lesson F6.1 →
P11W9 · Automate with a Safety Net

Test an automation against reality

Find the inputs that will break a workflow before your users do.

Lesson F6.2 →
P12W12 · Learn, Practise, Prove

Write a prompt card worth keeping

Turn a prompt that worked once into a reusable, reviewable asset.

Lesson F6.5 →