What this tool does
Large language models can sound confident even when a claim needs verification. This utility scans pasted output for patterns that often deserve a second look: numeric claims, time-sensitive statements, certainty language, and high-stakes domains (for example health, legal, or money-related wording). It is a teaching aid for verification habits, not a fact checker or antivirus for text.
What you get
- Risk flags: rule-based highlights with short explanations so you know what triggered each cue.
- Topic risks: signals when the text touches sensitive areas where mistakes cost more.
- Summary: a short diagnostic you can read before the detailed list.
- Checklist: offline next steps such as confirming dates or checking primary sources.
- Optional context: tell us whether the use is general, personal, work, or adjacent to health, legal, or financial topics so the emphasis matches your situation.
What this tool does not do
- It does not verify truth, retrieve live web results, or rate source quality.
- It is not a plagiarism detector or malware scanner.
- It does not replace professionals for medical, legal, or financial decisions.
Common questions
What does AI Output Reviewer look for?
It applies pattern checks for things like numbers, dates, absolutist language, authority shorthand, and topic buckets such as health, legal, or financial wording. It surfaces cues to verify, not a verdict on truth.
Does it verify facts, citations, or sources?
No. It does not browse the web, grade source quality, or score how true a claim is. You still need primary sources and your own judgment.
What is the use context dropdown for?
It adjusts which warnings and checklist lines are emphasized, for example personal use versus work or health-adjacent topics.
Do I need an account?
No sign-in is required for the MVP. Nothing you paste is stored as a personal history of runs on this utility.
Why might only part of my text be analyzed?
Very long pastes may be truncated to a maximum length. The results area notes when that happens.
Related links
Read Help: Utilities, tighten drafts first with Prompt Validator, and browse tutorials on trust and prompting.