Many schools begin using a new tool with enthusiasm and no way of knowing afterward whether it worked. A pilot that is not measured tends to end with impressions, and impressions are easily shaped by the loudest voices in the room. A scorecard made in advance changes that. It states what the school wants to learn and how it will judge the results.

A good pilot is small, time-limited, and designed to answer specific questions. It involves a handful of willing teachers, a defined set of assignments, and a clear start and end date. Participants understand that they are testing the tool and not simply adopting it. That framing makes it easier to report problems honestly, and four to six teachers across a few subjects usually gives a varied but manageable picture.

The scorecard should cover four areas: quality of feedback, effect on teacher workload, fairness across student groups, and data protection. Each area needs one or two measures that are simple to collect. Keeping the scorecard short ensures that people will complete it. Aim for something that fits on a single page, and each area should have an owner who is responsible for collecting the data and reporting at the end.

Score the quality of feedback

Have pilot teachers review a sample of draft comments and rate them as accurate, specific, and useful on a simple scale. Ask them to record how often they had to correct a score or rewrite a comment. Compare a small set of draft scores with teacher scores for the same essays, looking at both exact and near agreement. These measures show whether the tool provides a reliable starting point.

• Define two or three measures for feedback quality, teacher time, fairness, and privacy
• Track teacher time for review as well as drafting
• Compare draft scores with teacher scores on a sample of essays
• Review score patterns for multilingual learners and students with disabilities
• Document the decision and share a short summary with staff

Measure the effect on teacher time

Ask teachers to track the time they spend on a defined set of essays before and during the pilot. Include the time for reviewing drafts, since savings that ignore review are illusory. Note how teachers used any time saved, whether for conferences, planning, or rest. A tool that saves minutes but erodes quality is not a success, and a simple log with start and stop times is enough to produce reliable comparisons.

Collect teachers' own impressions through a brief survey at the midpoint and the end. Ask about confidence in the feedback, ease of use, and any frustrations. Teachers are the people who will decide whether the tool lasts, so their experience matters. Their comments often point to practical problems that numbers miss, and a few open questions often surface issues, such as confusing settings or odd comment phrasing, that a rating scale would hide.

Check fairness and student experience

Review a sample of draft scores for patterns across student groups, including multilingual learners and students receiving special education services. If the tool seems to treat certain writing differently, document it and discuss with the vendor. Ask a small group of students how they found the feedback, whether it was clear, respectful, and useful. Student voices are an important part of the evidence.

Confirm that teachers remained in control of final decisions and that students were told how feedback was produced. Check whether any student or parent raised concerns. A pilot is also a chance to test communication practices. Mistakes made in a small pilot are far easier to fix than those made at scale, and the pilot team should write down any case where a teacher felt pressured to accept a draft without review.

Verify privacy and plan the decision

Before the pilot begins, review the vendor's data practices and confirm them with your district's technology and legal staff. Document what student data is collected, how long it is kept, whether it is used to train models, and how it can be deleted. Make sure that parents were informed in line with local rules. These checks protect students and your institution.

At the end of the pilot, gather the scorecard results and decide in a structured meeting. Options include adopting the tool, expanding the pilot, adjusting how it is used, or stopping. Write a short summary of the evidence and the decision for staff. Clear documentation helps future decisions and shows that the choice was made carefully, and sharing the reasoning openly, even when the decision is to stop, builds trust for the next evaluation.