Terbit Zero AI evidence note
Choose the tool from the decision you need to make
General chat interfaces can perform many tasks, but a focused workflow makes the expected output and limitations easier to understand. This framework compares tasks using the same five questions.
Five evaluation questions
What decision will the output support? Which source material must remain authoritative? What error would cause the greatest harm? Can a user inspect the reasoning? What human check is required before use? These questions matter more than a permanent ranking of brands or models.
Task comparison
Use a summarizer when the need is compression with factual fidelity; a paraphraser when expression must change but meaning and attribution remain; a grammar checker when correctness and clarity are the issue; a translator when language and register change; and a detector only as an uncertain writing-signal review.
The same passage can move through more than one tool, but each additional transformation increases the need to compare against the original.
A repeatable trial
Create five short tasks from work you understand well. Give each candidate service the same source, instruction, output format and length limit. Record accuracy, omissions, unsupported claims, edit time and privacy controls. Keep the date and product version because services change.
Do not publish a winner based on one prompt. A useful trial reveals which workflow needs the least correction for your audience.
Terbit's product principle
Terbit Zero AI separates tasks so the user sees a clear purpose, a tailored prompt and a limitation statement. The service should save review time without pretending that automation removes accountability.
When a decision affects grades, employment, health, law or money, qualified human review and primary sources take priority over convenience.