Step 1 — Spot the Slop
The six signs a resource is AI slop
You do not need a detector to spot unvetted AI output. These six signs are visible in seconds, and each one has a fix.
No named author or classroom context
Fix: Add your name, grade, and subject. If you cannot, the resource is not yours to fix — start fresh.
Vague learning objectives
Fix: Rewrite the objective as something students will do, with a success criterion you can observe.
Invented citations or phantom sources
Fix: Delete every citation that does not resolve to a real source. Replace with sources you can actually check.
Wrong reading level for the grade
Fix: Rewrite the vocabulary and sentence length for your students. AI cannot guess your room.
Wall-of-text layout with no structure
Fix: Break it into sections. Add scaffolding, a discussion prompt, and a formative check.
AI-slop formatting tells
Fix: Strip the excessive bolding, decorative emoji, and hollow openers. Keep only what helps students.
Step 2 — Fix It
How to salvage a resource worth saving
Not every AI-generated resource is garbage. Some have a usable structure buried under weak content. If the bones are good, salvage it in five steps.
Decide if it is worth saving
A resource with a usable structure (a clear sequence, a workable topic) but weak content is worth salvaging. A resource with no structure, the wrong topic, or fundamental errors is faster to rebuild than to fix. Do not sink time into polishing slop.
Rewrite the learning objective
Replace the vague objective with one that says what students will do and how you will know they did it. This single step turns a handout into a lesson.
Correct the content
Fix factual errors, delete invented citations, and adjust the reading level to your students. If you are not sure a fact is right, remove it or verify it. Do not pass AI uncertainty to your class.
Add the pedagogy
Insert scaffolding (sentence starters, a modeled example), a discussion prompt, and a formative check that tells you what to look for during the lesson. This is what separates a resource from a worksheet.
Strip the slop formatting
Remove the excessive bolding, decorative emoji, and hollow transitions. Keep only the formatting that helps a student read or complete the task.
Step 3 — Make Your Own
How to make a resource with AI the right way
The difference between slop and a good AI-assisted resource is the teacher. Here is the workflow that produces something you would sign.
Write a prompt that sounds like a teacher
State your grade, subject, the specific objective, and the pedagogical approach you want. A prompt like Grade 10 Biology, objective: students compare aerobic and anaerobic respiration using a model, Socratic approach gets a far better draft than make me a worksheet on respiration.
Generate a first draft, not a final product
Treat the output as a colleague's rough idea, not a finished lesson. The draft gives you structure and starting content; the lesson is what you build on top of it.
Add what AI cannot
Add your classroom context: the students who struggle, the discussion that worked last year, the misconception you want to head off. This is the layer that makes a resource yours.
Add the pedagogical structure
Insert scaffolding, differentiation, and a formative check. If the draft is a wall of text, break it into a before, during, and after. AI generates content; you design the learning.
The rule: AI generates content, you design the learning. A good prompt gets you a better draft, but the scaffolding, differentiation, and formative checks are what make it a lesson — and only a teacher adds those.
Step 4 — Double-Check It
The final pass before it reaches students
Whether you salvaged a resource or made your own, run this six-point double-check. If any item fails, go back and fix it before you print or assign.
Read it aloud — does it sound like you?
Every citation resolves to a real, checkable source
The reading level matches your actual students
There is a scaffolding step, a discussion prompt, or a formative check
You removed the AI-slop formatting tells
You would put your name on it and hand it to an administrator
The Principle
Slop is not about how a resource was made. It is about whether a teacher reviewed it.
A resource generated by AI and then reviewed, adapted, and signed by a teacher is not slop — it is a lesson. A resource typed by a human but never reviewed, with no objective and no structure, is slop. The fix is the same in both cases: a teacher does the review pass and stands behind the result.
That is the whole workflow. Spot the slop, fix what is fixable, make your own when it is not, and double-check before students see it. The tool that made the resource matters less than the teacher who finished it.