About the service
I set up an automatic plagiarism detection chain that activates when the editor clicks the publish button. Before an article or product card goes live, the draft is compared against materials already available on the open web, and the match percentage appears directly in the editor's panel. No one needs to copy text into a separate checking service — it's built into the regular publishing workflow, so it can't accidentally be skipped.
The logic is intentionally strict when it comes to blocking. We agree on the match threshold together — for example, fifteen or twenty-five percent — and anything above that halts publication with a message showing which fragments matched external sources. Materials below the threshold publish normally. This module is deliberately separate from spell-check and style verification: uniqueness is checked against external sources, not internal writing rules, so the two systems don't conflict.
Under the hood, I connect a comparison engine, cache recent checks so re-scanning the same draft returns instantly, and maintain a log of each result. The setup includes:
— automatic check launch when the publish button is pressed, with no manual step;
— configurable match threshold with hard blocking above it;
— match percentage shown directly to the editor;
— integration with existing spell-check and style verification;
— check log for reviewing disputed cases.
The logic is intentionally strict when it comes to blocking. We agree on the match threshold together — for example, fifteen or twenty-five percent — and anything above that halts publication with a message showing which fragments matched external sources. Materials below the threshold publish normally. This module is deliberately separate from spell-check and style verification: uniqueness is checked against external sources, not internal writing rules, so the two systems don't conflict.
Under the hood, I connect a comparison engine, cache recent checks so re-scanning the same draft returns instantly, and maintain a log of each result. The setup includes:
— automatic check launch when the publish button is pressed, with no manual step;
— configurable match threshold with hard blocking above it;
— match percentage shown directly to the editor;
— integration with existing spell-check and style verification;
— check log for reviewing disputed cases.
