GramProofTreat a score as a signal
AI detection estimates writing patterns. It does not prove who wrote a passage or how a student produced it.
GRAMPROOF FOR EDUCATION
Review AI content in the classroom.
Identify AI-pattern signals in assignments, essays, and papers, then review the result with the student’s sources, drafts, and writing history.
Human-led decisionsTransparent limitationsProcess-aware review
Example review workspace
Writing assignment1,248 words · English
REVIEW, THEN DISCUSS
Contextneeded
Draft history readySources attachedHuman review required
BUILT FOR RESPONSIBLE ACADEMIC REVIEW
SchoolsEducatorsWriting centersStudentsIntegrity teams
AI & ACADEMIC INTEGRITY
AI-assisted writing creates new questions in education.
A useful review process needs clarity about permitted assistance, evidence about how the work developed, and safeguards against treating an automated score as a verdict.
Review the writing process
Drafts, source notes, revision history, and prior work provide context that a document-level score cannot.
Talk before deciding
Give the student an opportunity to explain their process before making a grading or misconduct decision.
Read the independent evidence. Detector performance changes with the model, text type, editing method, language background, and decision threshold.
Explore third-party studies A CLEARER CLASSROOM WORKFLOW
Review writing with more than one signal.
GramProof brings writing checks into one workspace while keeping the educator responsible for interpretation and the final decision.
- Review AI-pattern signals alongside the assignment brief and permitted-use policy.
- Focus attention on passages that may need a closer conversation or source check.
- Use one shared workflow for AI signals, citations, readability, and writing quality.
- Keep submitted text out of public client code by sending analysis through server routes.
- Give students clear expectations about disclosure, citations, and acceptable assistance.
Course reviewThree assignments ready
Illustration1
Research reflectionDrafts attached
Ready2
Source analysisCitation review
Review3
Policy responseProcess verified
ReadyKeep context beside the score.
Assignment rules, drafts, sources, and conversation all belong in the review.
False-positive safeguardPause · review · discuss
FALSE POSITIVES IN EDUCATION
Human writing can be flagged incorrectly.
A false positive happens when human-written text is classified as AI-generated. Predictable phrasing, formal academic style, translation, short samples, and detector limitations can all affect results.
Never use an AI score as the only evidence of misconduct. Review the student’s process and your institution’s policy, then speak with the student.
- Check that the text meets the supported length and language requirements.
- Look at passages and explanations, not only the overall percentage.
- Compare drafts, source notes, revision history, and prior work.
- Document the review process and give the student a fair opportunity to respond.
FROM POLICY TO CONVERSATION
A four-step educator review.
Plan the process before a detector result appears. Clear expectations and consistent review protect students and educators.
Set the rules first
State whether brainstorming, outlining, editing, translation, or generated prose is allowed for this assignment.
Collect process evidence
Ask students to retain notes, sources, drafts, and revision history before a concern arises.
Review the complete result
Check the score, provider confidence, highlighted passages, limitations, and the length and language of the submission.
Use human judgment
Compare the result with the student’s process and discuss discrepancies before taking consequential action.
START WITH A SHARED POLICY
Define acceptable AI use for each assignment.
Permission varies by course and task. This example matrix gives educators and students a starting point for a specific, written policy.
Open Guideline Checker| Use case | Typical status | What to clarify |
|---|---|---|
| Brainstorming | Often permitted | Disclose when required; the final reasoning and prose should remain the student’s. |
| Grammar and spelling support | Often permitted | Review suggestions and keep changes consistent with the student’s intended meaning. |
| Translation | Policy dependent | Translation can affect detector signals; retain the original text when possible. |
| Generated outlines | Policy dependent | Confirm that course rules allow it and that sources and argument choices are the student’s. |
| Generated final prose | Often restricted | Follow the assignment policy and disclose any permitted generated passages. |
FIT THE TOOLS INTO YOUR WORKFLOW
Review where teaching already happens.
Use GramProof’s web tools today and explore the planned classroom integrations.
EDUCATOR QUESTIONS
Clarity before action.
Can GramProof prove that a student used AI?+
No. An AI score is a probabilistic estimate of writing patterns, not proof of authorship. Use it only as one part of a broader review.
What should I do when human writing is flagged?+
Check the text length and language, review the highlighted passages, compare process evidence, and invite the student to explain how the work developed.
Can I use a score for disciplinary action?+
A score should not be the sole basis for a consequential decision. Follow your institution’s policy, preserve due process, and document the evidence considered.
Does translation affect AI detection?+
It can. Published research has found that machine translation and predictable language patterns may change detector output. Review original-language drafts when available.
How should students disclose permitted AI use?+
Define the required format in advance: name the tool, describe the task it supported, identify generated or edited passages when relevant, and retain source and revision records.
Build a fairer AI-writing review process.
Set clear expectations, keep context beside every score, and make the final decision with human judgment.