What it does
The bundled demo begins with synthetic comments, and the published accuracy audit uses an AI reviewer rather than human-labelled truth.
Benchmarks & research
Replay Jev and chat-model judgments side by side on comment datasets imported from CSV or Excel.
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The bundled demo begins with synthetic comments, and the published accuracy audit uses an AI reviewer rather than human-labelled truth.
To start, collect user comments and their original headlines into a spreadsheet. A developer can launch the software and connect it to OpenRouter and DeepSeek using access keys from those providers. The software then sends the same text to both tools to compare their speed, cost, and topic labels.
After a run completes, your team can review the saved match offline and build comparison reports without paying again. Remember that running the test sends your spreadsheet comments across the internet to outside AI companies. Also, the author's published accuracy score relied on another AI rather than a verified human review.