How to Review and Verify Agent Outputs
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Using an agent effectively is not just about getting output – it is about knowing what to do with that output before you act on it. The professionals who get the most value from agents are not the ones who trust everything blindly, nor the ones who second-guess every word. They are the ones who have developed a fast, reliable review habit.
Why Review Matters
Agents are confident by nature. They produce well-structured, fluent text regardless of whether the underlying information is accurate. This means a poorly verified output can look just as polished as a correct one – which is exactly what makes blind trust dangerous.
The goal of reviewing is not to read every word with maximum skepticism. It is to apply the right level of scrutiny to the right parts of the output.
Hallucination – when an agent generates information that sounds plausible but is factually incorrect or entirely invented. Hallucinations are most common when the agent is working from memory rather than from a document you provided, or when it is asked about specific facts, numbers or recent events.
A Practical Review Framework
When you receive output from an agent, run through three checks before using it.
Check 1 – completeness. Did the agent address everything you asked for? Compare the output against your original prompt point by point. If you asked for five action items and got three, the agent either missed them or they were not in the source material – find out which.
Check 2 – factual accuracy. Any specific claim that matters – a number, a date, a name, a regulation, a statistic – should be verified against the source. If the agent was working from a document you provided, trace the claim back to that document. If it was working from general knowledge, treat unverified facts as drafts, not conclusions.
Check 3 – tone and fit. Does the output sound like something you would actually write or send? Agents often default to a slightly formal, generic register. If the output is going to a specific person or audience, adjust accordingly before it leaves your hands.
A useful mental model: treat agent output the way you would treat a draft from a capable but junior colleague. You would not send it without reading it, but you also would not rewrite it from scratch unless something was fundamentally wrong. Review, adjust, send.
When to Verify Externally
Some claims need to be checked outside the agent entirely – not just against the source document, but against a reliable external source. This applies when:
- The output contains specific statistics or data points the agent generated from memory;
- The task involves legal, financial or medical information where accuracy has real consequences;
- The output will be shared publicly or with senior stakeholders where errors would be costly.
For these cases, Perplexity is a useful verification tool – you can paste a claim and ask it to find sources that confirm or contradict it.
How long should a review actually take?
For most routine outputs – a summary, a draft email, a list of action items – a thorough review takes two to three minutes. The process becomes faster as you develop familiarity with what your agent tends to get right and where it tends to slip.
The tasks that warrant a longer review are those where errors have consequences: outputs going to clients or senior stakeholders, summaries being used to make decisions, or any content that will be published or shared widely.
A good rule of thumb: the higher the stakes of acting on the output, the more time review deserves.
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