Before generation
Use this before sending feedback when a comment sounds positive or critical but may not tell the learner what evidence prompted it or what to do next.
EDUCATION DECISION WORKBENCH
Inspect feedback for evidence, a concrete revision action, goal alignment, and a next attempt.
Review output
Load the worked example to inspect realistic inputs, or enter anonymous, policy-approved information. Results remain in this browser tab until you copy or download them.
Transparent method
Five pattern checks look for an evidence location, concrete revision verb, criterion link, future-focused wording, and more than empty praise. Each present signal contributes one point. Four or five signals suggest that the comment contains usable components. Human review must still confirm that the feedback is accurate, proportionate, accessible, and responsive to the actual work.
Read the work and approved criteria.
Check evidence, action, purpose, and tone.
Invite clarification and give time to apply the feedback.
How to interpret the result
Use this before sending feedback when a comment sounds positive or critical but may not tell the learner what evidence prompted it or what to do next.
The example identifies the claim as evidence, asks for a source-based example after sentence two, and connects the revision to a success criterion. All five disclosed signals are present.
Five pattern checks look for an evidence location, concrete revision verb, criterion link, future-focused wording, and more than empty praise. Each present signal contributes one point.
Four or five signals suggest that the comment contains usable components. Human review must still confirm that the feedback is accurate, proportionate, accessible, and responsive to the actual work.
Do not add generic praise, list too many actions, rewrite the work for the learner, expose private information, or assume a keyword score proves quality.
Learning boundary
It detects wording patterns only. A teacher must verify accuracy, fairness, accessibility, and context.
Review checklist
Practical questions
No. It means five wording signals were detected; factual and pedagogical review remains necessary.
The tool does not need it. Enter only de-identified feedback text.
Use judgment. Short confirmations and longer revision guidance serve different purposes.
YOUR NIRMION