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Guides

18 Sep 2026

7 min read

How our customers review AI work without slowing down

The teams that ship fastest don't check everything. They check the right three things, in the same order, every time.

Mei Okafor

Design Lead

When a team first connects Quorvel, they check every word. By week three, the best teams have settled on a routine that takes under a minute per piece of work.

1. Check the sources, not the sentences

Every number carries a source chip. Reviewers click the two or three figures that would matter most if they were wrong, and skip the rest.

2. Read the first and last paragraph

Models are good at the middle. Openings and recommendations are where tone and judgement show, so that’s where people read closely.

3. Approve by amount, not by type

Teams that set approval rules by amount (refunds over $200, discounts over 10%) review a fifth as much as teams that approve by category, with no rise in mistakes.

Written by

Mei Okafor

Design Lead

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