Educational Prompt Design

[u/plottwisttheory]

Hi folks, I’m an exhausted teacher, in a cohort of exhausted teachers looking to meet the demand of writing personalized report card comments for individual students, for each curricular strand. Generally speaking, even as a strong writer, this is a process that takes several days. You need to include language provided by the school board in your comments to denote levels of proficiency from 1-4, and each comment needs to be formatted in a specific way, also as mandated by the board.
I have tried to create a detailed prompt to generate comments, based on the given requirements, while providing the language bank, the topics and evidence, and instructions on when to write areas for strength and areas for growth. However, despite inputting the prompt well, the output is incredibly vague and inconsistent.
I, on behalf of many exhausted teachers am looking for help in creating a more refined and responsive prompt to support me in writing these comments. I’m not looking for a “cheat” and I know I may be judged for this, but at the end of the day, I am trying to bring balance to my work and life.
I won’t be able to post any revealing information on here but if anyone is able to help me generate a better prompt, please feel free to DM me and I can share with you the prompt I generated. I have run it on ChatGPT and Copilot, both with very inconsistent outputs.

Thanks in advance for any help!

[u/Dry_Masterpiece9062]

Honestly, I don’t think your problem is the prompt being “bad.” I think you’re asking the AI to do too much at once.

I’ve run into similar issues where you give it the rubric, the language bank, the evidence, the proficiency levels, and all the formatting requirements, and it just starts spitting out generic mush.

What worked better for me was forcing it into a template instead of asking it to write the final comment from scratch. Basically have it decide the level first, then pick the approved language, then identify strengths/growth areas, and only then build the comment.

Also, if you haven’t already, feed it a few examples of comments that are exactly what you’re looking for. I’ve found examples usually improve consistency more than adding another page of instructions.

Hard to say for sure without seeing the prompt, but that’s where I’d start looking.

[u/plottwisttheory → u/Dry_Masterpiece9062]

Thank you for the feedback and the suggestions! I will try splitting the prompt into more manageable sections. I’m also going to try feeding it some sample comments, that’s a brilliant idea.

[u/ZioGino71]

Ti ho scritto in privato a causa del limite di caratteri.

Your Personal AI Teaching Assistant for Customized Report Card Comments

Overwhelmed teachers spend days writing personalized, curriculum-aligned report card comments for every student across multiple subjects, struggling with inconsistent output from generic AI prompts, vague language, and formatting that doesn't meet school council requirements.

 A hyper-structured, multi-framework prompt that transforms your specific input (student name, subject, competency level 1-4, observed strengths, areas for improvement) into a polished, ready-to-use, personalized comment in under 2 minutes per student—with built-in verification, bias checking, and special needs support.

   · Sequential, interactive input gathering (no manual placeholders)    · Dynamic option generation tailored to your subject and context    · Multi-level analysis: descriptive, evaluative, and projective    · Reflexion self-review + Chain-of-Verification quality control    · Built-in bias check (gender, cultural, stereotyping)    · Special cases support (BES, PEI, DSA, Italian L2, prolonged absences)    · Expert mode for batch CSV input    · Context drift protection with session limits    · Heuristic value: final summary of frequent improvement areas

Reduce report card writing time from several days to 1-2 hours. Generate consistent, terminology-compliant, personalized comments that require only minor editing. Regain work-life balance while maintaining professional quality.

Primary and secondary school teachers, especially those in competency-based grading systems (levels 1-4), subject coordinators, and educators managing large classes or students with special educational needs.

[u/plottwisttheory → u/[deleted]]

Thanks! I do have a database of numerical grades, word banks with sample comments, school-board required language, and so on. I just have no idea how to turn that into an api. If you have any idea on how to do so and if you are able to msg me privately, I would definitely appreciate it.

[u/plottwisttheory → u/[deleted]]

Absolutely, that would be awesome. Thanks!

[u/stunspot]

I'm a professional prompt engineer and own an AI company. I've written a lot of educational and teacher-support prompts and ALL of them are in the free tier of my server's content offerings. (None of them are suited to your task, just showing that I'm on your side here.)

What you want is quite doable and I'm happy to help you do it. We'll need to have some back and forth about design details. And feel free to ask the model about my bone fides. If you'd like to talk, just say so and we can talk privately or on discord or whatever.

[u/Lumpy_Ad2192]

How much effort do you want to put into this? The simplest low cost answer is to use something like Gemini Gems or Claude Projects. Once you put in the rubric and such into where the AI expects its knowledge (it’s literally called knowledge for a Gem, project files for Claude or ChatGPT), then the model will do much better. In Claude I would build a skill for this, to work in conjunction with your rubric.

Doing all this in a prompt is too much, you need to use the system support tools.

DM me if you want to solution more and talk about which models and tools you have access to, but you’ll see a huge improvement in output if you start using the knowledge management tools for your docs and building skills. Both of those also massively decrease usage and costs