Yes — ask AI to score your curriculum against a defined set of quality criteria and it will give you a structured rating with reasoning. The rating is only as meaningful as the criteria you define, so specificity in your prompt determines the usefulness of the output.
Why a Structured Rating Is Useful
A qualitative review tells you what is wrong. A quality rating tells you how wrong, and on which dimensions. The difference matters when you are trying to prioritise which improvements to make before launch. If your curriculum scores well on sequencing but poorly on depth of practice opportunities, you know exactly where to focus your revision time instead of trying to improve everything at once.
Think of it like a restaurant health inspection versus a Michelin star evaluation. The inspection checks for minimum acceptable standards. The star evaluation rates you on multiple dimensions of excellence. Both are useful, but they answer different questions.
How to Ask AI for a Quality Rating
Define your quality dimensions first, then ask for a score. A prompt that works well: “Rate my course curriculum on a scale of one to ten across these five dimensions: (1) logical sequencing for a beginner, (2) alignment between content and stated outcome, (3) balance of theory versus practical application, (4) depth of coverage relative to the level of the course, (5) completeness — are there obvious gaps? For each dimension, give me a score and two to three sentences explaining the rating.”
Claude will work through each dimension and give you a structured scorecard. Do not treat the numbers as absolute truth — treat them as conversation starters. A score of six on practical application is an invitation to ask a follow-up: “What specifically is missing or insufficient in the practical application sections?”
What This Means for Educators
Quality ratings work best as a comparative tool across cohorts. Rate your curriculum before cohort one. After cohort one, gather student feedback, make improvements, and rate it again before cohort two. Over three or four cohorts, you should see your scores rising on the dimensions where you invested in improvement. That trajectory tells you whether your course is actually getting better or just feeling more familiar to you.
The Simple Rule
Define your quality dimensions once and reuse them every time you rate a curriculum. Consistency in the criteria is what makes the scores comparable over time. Change the criteria and you are measuring something different, even if the numbers look similar.
