# A convincing answer still needs a proper check. · The output looks suitable, but reviewing it takes too much work

All stories are fictional. They do not describe specific people, companies or projects. Any resemblance is coincidental.

A tool produces documents quickly and the leader likes the first examples. A closer review reveals missing conditions and incorrect conclusions. Participants disagree about quality because they assess different aspects of the text and have not agreed a shared evaluation method.

## Where we could start

Follow one task from its inputs to actual use of the output. Compare preparation and review with the previous way of working, identify recurring corrections and define the conditions under which AI use is worthwhile.

## What you would have

A comparison of working methods and review requirements to support a decision about continued use.

## Participants

People preparing and reviewing the material, its recipients and the manager assessing its practical value.

## Roles and decisions

I organise the comparison and agreement on a working process. Time savings and quality are established through evaluation, not promised in advance; implementation and training are discussed separately if needed.

## Factual experience, separate from the fictional story

MVP Lab / Pivot: Client requirements, approvals, demonstrations and release review.
https://apiperson.com/experience/#work-pivot

Keiss Media: Managing digital campaigns: client requests, estimates, budgets, suppliers and delivery.
https://apiperson.com/experience/#work-keiss

[People disagree about acceptable quality](https://apiperson.com/ai/ai-evaluation/criteria/)

[Requirements are clear, but errors appear unpredictably](https://apiperson.com/ai/ai-evaluation/errors/)

[The output looks suitable, but reviewing it takes too much work](https://apiperson.com/ai/ai-evaluation/review-effort/)

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