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AI detection tools

Software that estimates whether text or images were made by AI. The estimates are often unreliable and should not be the only evidence used to judge a student.

  • Educators and school leaders

What parents should know

AI detectors guess whether a person or a model wrote something. They miss AI writing, and they flag human writing, including students who are learning English. A score is not proof. A conversation and a draft history are better evidence. Do not let a percentage be the whole case.

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What are AI detection tools?

Detectors look for statistical patterns associated with generated text, or for marks in an image. Vendors show a percent. That percent is an estimate. Short answers, edited AI text, and strong human writers can all fool the estimate in different directions. Independent evaluations have found high error rates. Treat any single number as a lead, not a finding.

Image detectors and watermarks have the same limit. A file can be cropped, compressed, or rewritten until the mark is gone. Absence of a mark does not prove a photo is real. Presence of a detector score does not prove a child cheated.

Why AI detection tools matter

False accusations stick. A student who is told a robot wrote their essay may stop trusting the school, especially if they are a multilingual writer whose sentences look even to a detector. Due process is a draft, a question, and a chance to explain.

Schools that buy detectors instead of changing assignments will keep having this fight. In-class writing, oral explanation, and visible AI transcripts reduce the need to guess after the fact.

How it shows up in practice

  • A teacher treats a detector hit as a reason to talk, not as a reason to enter a zero.
  • The student explains the argument out loud and the accusation falls apart.
  • A school policy forbids discipline based only on a detector score.
  • An assignment is redesigned so the process is visible.
  • A multilingual student's own essay is read by a teacher, in full, before anyone even mentions a detector score or opens a vendor dashboard.

How HeyOtto helps

HeyOtto does not sell an AI detector and does not show a percent that claims to prove who wrote a paragraph. HeyOtto for Schools shows the session: the prompt, the guidance, and the student's path. That is evidence of how the tool was used. It is not a forensic score. Teachers can still require the student to explain the work out loud, which catches a pasted answer a percentage will miss. Parents at home can read the same kind of transcript.

  • Do not add a third-party detector on top and treat it as HeyOtto's judgment.
  • Homework help is step-by-step, which leaves a process to inspect.
  • Schools choose which tools students can open during the work.

For schools

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FAQs

Can a detector prove my child cheated?

No. It can be wrong in both directions. Ask the school what else they have: drafts, the assignment rules, and whether the student can explain the work. A lone percentage is not proof.

Why do human essays get flagged?

Detectors look for patterns that careful or repetitive human writing also has. Multilingual students are often over-flagged. Editing an AI draft can also hide generated text. The tool is an estimate.

What should a school use instead?

A clear rule, process evidence, and a chance for the student to explain. Where the class uses HeyOtto, the teacher can see the session rather than guess from a detector. Oral defense of one paragraph catches more pasted work than a score does.

Do watermarks make detection reliable?

Not yet as a school discipline tool. Marks can be missing or stripped. Use them as a clue about a file, not as a verdict about a child.

Sources

Last reviewed September 26, 2026. This entry is reviewed twice a year.