Editorial Standards

Our Content Process

Every article published on the Tarsia.ai blog is written with educators in mind. Our goal is to provide practical, well-researched guidance that helps teachers, tutors, and homeschool parents make the most of puzzle-based learning in their classrooms and homes.

We draw on primary sources wherever possible, including published research on pedagogy, established frameworks such as Montessori and active recall, as well as the practical experience of educators who use Tarsia puzzles in their day-to-day teaching. We do not publish claims about learning outcomes without grounding them in evidence or clearly identifying them as observations from classroom practice.

AI-Assisted Content

Tarsia.ai is an AI-powered tool, and we believe in being transparent about how AI is used across everything we do.

In our product, AI is used to generate question-and-answer pairs for puzzles. Every AI-generated set is designed to be reviewed and edited by the teacher before use. The teacher always has final control over the content that appears in their puzzle, and we encourage educators to verify that generated pairs are appropriate for their students and curriculum.

In our blog content, AI may assist with research synthesis and initial drafting. All published articles are reviewed, fact-checked, and edited by a human before publication. AI is a tool in our process, not a replacement for editorial judgement.

Curriculum Accuracy

When we reference specific subjects, grade levels, or curriculum standards in our content, we take care to ensure that the information is accurate and appropriate for the stated audience. Puzzle content generated through our AI system is designed to align with common curriculum frameworks, and we provide grade-level selection in order to tailor the difficulty and language of generated pairs.

That said, no automated system is perfect. We strongly encourage teachers to review all AI-generated content before using it with students, and we welcome feedback from educators who identify inaccuracies or areas for improvement. Ensuring that puzzle content is pedagogically sound is a responsibility we share with the teachers who use our platform.

Corrections

We are committed to getting things right, and when we get something wrong, we correct it promptly. Our approach to corrections is as follows:

Minor errors such as typos or formatting issues are corrected without notation. Factual errors, including incorrect statistics, misattributed claims, or inaccurate descriptions of pedagogical methods, are corrected with a note indicating that the content has been updated. If a significant error affects the meaning or conclusions of an article, we will add a prominent correction notice at the top of the page.

If you spot an error in any of our content, we would appreciate hearing from you. Please reach out through our support chat or email us directly.

Independence

Our blog exists to support educators, not to serve as a marketing channel for third parties. We do not accept payment for coverage, we do not publish sponsored content, and we do not allow external parties to influence the substance of our articles. When we recommend tools or approaches, it is because we believe they are genuinely useful for teachers, not because of any financial arrangement.

Tarsia.ai is our own product, and our blog naturally references it where relevant. We aim to do so in a way that is helpful and contextual rather than promotional. Our articles are written to be valuable whether or not the reader chooses to use our platform.