Feedback literacy is usually discussed in terms of students, who need to understand and use the comments they receive. Researchers are now turning to teachers' feedback literacy as well, particularly in classrooms where AI tools draft or support comments. The question is what teachers need to know and be able to do to use such tools well. The answer matters because the quality of feedback students receive depends heavily on the judgment of the person reviewing it.

Teacher feedback literacy includes several linked abilities. It means knowing what makes feedback effective, being able to judge the quality of a comment, adapting comments to individual students, and helping students make use of them. When a tool drafts comments, the teacher's role shifts toward evaluation and refinement, which are demanding skills in their own right. Without them, automated feedback can become a polished version of mediocre advice.

The risk is a quiet decline in attention. If a draft comment sounds reasonable, it is easy to accept it without checking whether it matches the student's actual writing. Over time, comments may drift toward generic phrasing that sounds professional but offers little guidance. Building feedback literacy is a guard against that drift, and a teacher who is tired on a Sunday evening is most vulnerable to it, which is why a clear review routine matters.

Know what strong feedback looks like

Strong comments are specific, accurate, and tied to criteria. They tell the student what they did, why it matters, and what to try next. Compare a vague comment, such as strengthen your analysis, with a better one, such as you quote the line but do not explain how it shows the narrator's doubt, so add a sentence that makes that connection. Practicing this distinction sharpens your eye for both your own comments and those a tool drafts.

• Judge each comment on accuracy, specificity, and a clear next step
• Check every draft comment against the student's actual text
• Keep before and after examples of improved comments
• Teach students to respond to feedback with one planned change
• Set aside regular time for teachers to review feedback quality together

Practice editing drafts, not just accepting them

Treat each draft comment as raw material. Check it against the student's text, confirm the claim is accurate, and revise the wording so that it sounds like you. A good editing routine takes less than a minute per comment and dramatically improves quality. Over time, you will find that you recognize common weak patterns quickly, and even small edits, such as swapping a general phrase for a reference to a specific sentence, make a large difference to how the comment lands.

Build a small collection of before and after examples, showing a weak draft comment and your improved version. Share it with colleagues, especially those who are new to using tools. Seeing concrete examples builds common standards. It also reassures teachers that their judgment matters, and a dozen examples is usually enough for a department to agree on what good looks like.

Help students become feedback-literate too

Teacher literacy and student literacy reinforce each other. Teach students how to read a comment, ask questions about it, and decide what to do. Ask them to write a short response to your feedback, naming one change they will make and why. These habits turn feedback into a conversation, and students who learn to question feedback often help teachers spot comments that are unclear.

Be open with students about how comments are produced. If a tool helps with first drafts, explain that you review and revise every comment. Invite students to flag anything that seems wrong or unclear. Their questions give you valuable information about how the feedback lands, and many students respond with more trust once they understand that a person has read and approved every comment.

Support teachers with time and community

Developing feedback literacy takes practice and collaboration. Schools can help by providing time for teachers to review examples together, discuss tricky cases, and refine shared rubrics. A monthly session of thirty minutes focused on feedback quality can have a large impact. Teachers who see their judgment valued are more engaged, and school leaders can protect that time by removing another meeting from the calendar instead of adding to it.

Encourage reflection on practice. Ask teachers to keep notes on which comments led to improvement and which did not. Over a semester, patterns emerge that can inform adjustments to rubrics and routines. Feedback literacy grows when teachers treat their own feedback as something to study and improve, and a simple shared log in which teachers record what worked can become a valuable resource for the whole department.