Studies comparing AI feedback with teacher feedback are appearing at a steady pace, and their conclusions are mixed. Some find that automated comments are helpful for surface issues and structure, while others find them generic or occasionally inaccurate on content. A few suggest that students respond differently depending on whether they know the source. For a teacher deciding whether to use a tool, the research is a useful starting point but not a verdict.

The reason is that classrooms differ. Your rubric, your students, your assignments, and your standards for good feedback are specific to you. A tool that performs well on a standardized prompt may behave differently on a close reading of a novel your class just finished. A small comparison in your own setting provides evidence that no outside study can replace.

The comparison does not need to be complicated. You are asking a practical question: for these students and this assignment, which comments are accurate, specific, and likely to lead to improvement? A handful of essays and an afternoon are enough to learn a lot. The result will help you decide how, and whether, to use a tool, and a simple spreadsheet with one row per comment is all the structure you need.

Set up the comparison

Select ten to fifteen anonymized essays from a recent assignment, covering a range of quality. Write your own feedback on each, using your normal approach, and save it. Then generate draft feedback with the tool using the same rubric. Keep the two sets separate so that you can examine them without bias, and make sure at least a few come from students whose writing needs the most support, since that is where errors matter most.

• Select ten to fifteen anonymized essays that span your score range
• Write your own feedback first and set it aside
• Label each comment as accurate, specific, actionable, and well toned
• Look for criteria where the tool is reliable and where it is weak
• Repeat the check whenever the rubric, genre, or tool changes

Judge the feedback against clear criteria

Review each comment in both sets and label it on a few dimensions. Ask whether it is accurate, meaning it correctly describes what the student wrote, whether it is specific enough to refer to particular sentences or choices, and whether it is actionable, giving the student a clear next step. Finally, consider whether the tone fits what you would say to this student.

Tally the results and look for patterns. You may find that the tool is strong on organization comments but weak on interpretation of the text, or that it tends to praise vague claims. Note where your own feedback is stronger, but also where the tool catches something you missed. An honest assessment includes both, and a simple count of accurate versus inaccurate comments by criterion can make the pattern very clear.

Decide how to use what you learn

The results will suggest where review needs to be concentrated. If the tool is dependable on certain criteria, you may spend less time checking those, while giving extra attention to areas of weakness. If the tool is poor overall for your assignment, you may decide not to use it, or to use it only for limited tasks. The decision remains yours.

Consider asking a colleague to repeat the exercise with their own essays and compare notes. Differences between subjects and grade levels are often revealing. A department that shares results can develop guidelines grounded in real experience. Collective evidence is more persuasive than individual impressions, and comparing how a science teacher and an English teacher judge the same tool can reveal differences that neither would notice alone.

Include students in the evaluation

Students can contribute valuable perspective. Show a small group, with permission, comments from both sources without labeling them, and ask which they find clearer and more useful. Their answers may surprise you, and they will often point to qualities, like tone or specificity, that you have not considered. Involving them also builds transparency and trust, and some students will say they prefer short, plain comments over longer, more formal ones, which is useful to know.

Repeat the comparison when anything important changes, such as a new rubric, a new genre, or a new version of the tool. A quick check each term takes little time and keeps your practice grounded. Over a year, you will build a clear picture of what technology can and cannot do for your students. That picture is worth far more than any marketing claim.