---
title: QuestionWell | Research
description: QuestionWell research investigates how AI can help teachers create better learning materials, stronger assessments, and more accessible classroom resources
---

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# Research

##### Our research investigates how AI can help teachers create better learning materials, stronger assessments, and more accessible classroom resources

##### Assessment Quality

Our research focuses on reducing common item-writing flaws, improving distractor quality, avoiding unintended cueing.

##### Differentiation

We evaluate how well AI can adapt passages, explanations, questions, and supports across grade levels while preserving meaning, rigor, and classroom usefulness.

##### Alignment to Standards & Pedagogy

We research methods for aligning generated materials to standards, learning objectives, and research-backed teaching best-practices.

##### Teacher-Computer Interaction

We study how teachers prompt, review, adapt, and reuse AI-generated materials in real classroom planning workflows.

---

[![](https://questionwell.org/hubfs/tectonics.png)](https://questionwell.org/blog/your-ai-tool-promised-grade-level-reading-did-you-check?hsLang=en)

## [Your AI Tool Promised Grade-Level Reading. Did You Check?](https://questionwell.org/blog/your-ai-tool-promised-grade-level-reading-did-you-check?hsLang=en)

 3/31/26, 4:59 PM

EdTech AI tools make bold promises. They'll differentiate for you. They'll match your standards....

[Read more](https://questionwell.org/blog/your-ai-tool-promised-grade-level-reading-did-you-check?hsLang=en)

[![](https://questionwell.org/hubfs/Screenshot%202026-01-03%20at%205.07.18%20PM.png)](https://questionwell.org/blog/we-trained-an-ai-model-that-writes-better-multiple-choice-questions-heres-the-evidence?hsLang=en)

## [We Trained an AI Model That Writes Better Multiple Choice Questions. Here’s the Evidence.](https://questionwell.org/blog/we-trained-an-ai-model-that-writes-better-multiple-choice-questions-heres-the-evidence?hsLang=en)

 12/28/25, 6:29 AM

Writing good multiple-choice questions (MCQs) is well studied and well known to be difficult, even...

[Read more](https://questionwell.org/blog/we-trained-an-ai-model-that-writes-better-multiple-choice-questions-heres-the-evidence?hsLang=en)

---

# Publications

| **Date** | **Type** | **Category** | **Title** |
| --- | --- | --- | --- |
| 2026 (Pre-Print) | Conference Proceedings | Differentiation | [Toward Grade-Aligned Educational Text Generation with Training-Free Readability Steering](https://questionwell.org/hubfs/Papers/reading-level-paper-llncs-main.pdf?hsLang=en) |
| 2026 (Pre-Print) | Conference Proceedings | Assessment Quality | [Improving Multiple Choice Questions Using Synthetic Data](https://questionwell.org/hubfs/Papers/mcq-paper-llncs-main.pdf?hsLang=en) |
| 2026 | Conference Proceedings | Teacher-Computer Interaction | [AI Predicting Lesson Plans: The Influence of Teacher and Textbook](https://questionwell.org/hubfs/Papers/main.pdf?hsLang=en) |
| 2026 | Book | Teacher-Computer Interaction | [Irreplaceable](https://www.irreplaceable.info/) |

 

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