Evidence Centre guide

How to Read AI-Detection Results Responsibly

Understand AI-detection scores, reliability signals and duplication checks: what they can suggest, what they cannot prove, and how to investigate further.

In brief: A detector score is evidence to consider, not a verdict about a person or piece of work. Tools can be useful for deciding where to look next, but they can produce false positives and false negatives—especially with short, edited or translated material.

Separate the signals

AI-likelihood, reliability and duplication are different questions. A text can be original but unreliable; a real photo can be used out of context; a high AI score does not establish intent or authorship.

Check the material and context

Scores are affected by length, format, language and editing. Keep the original input, compare it with known source material, and check the account or publication history before drawing conclusions.

Use results to guide verification

A result can suggest next steps: search for duplicated wording, trace a claim to a primary source, inspect image provenance or ask the publisher for an original. The evidence gathered afterward matters most.

Avoid high-stakes accusations

Do not use an automated result alone to accuse someone of fraud, plagiarism or deception. Explain the limits of the tool and invite a response where appropriate.

Document your reasoning

If you share an assessment, state what you checked, which sources you used and what remains uncertain. This makes your conclusion fairer and easier for others to review.

A quick evidence routine

Work from the original material whenever possible. Keep a note of the source, the date and the specific claim you are checking, then distinguish what you directly observed from what an account or caption says. Search for independent evidence that could confirm or challenge it. This simple record makes it easier to revisit a conclusion if new information appears.

Good verification is often less dramatic than a quick verdict. If the evidence is mixed, say so. If you cannot establish the source or context, treat that uncertainty as part of the result rather than filling the gap with an assumption. A careful pause can prevent a false claim from travelling further.

Before you share

Ask whether your wording reflects the strength of the evidence. Link to the original source when it is available, avoid attacking the person who posted the material, and correct a previous share if better information emerges. These habits improve the quality of the information around a claim as well as the accuracy of one post.

Useful primary resources

Try an evidence-led check

Check claims and public-source overlap separately

Paste a short passage. We will check factual support and distinctive public wording without treating writing style as proof of authorship or misconduct.

0 / 3,000No account required

A public-web check is not a plagiarism database.