Agents in the Wild
All cases / Case #015

Give engineering managers a team of QA agents

Legal software company Litera gave its engineering managers Devin agents working as QA testers, SREs and DevOps specialists.

DevinSpotted· Engineering· by Litera· Oct 14, 2026
Time saved
Not stated
Running cost
Not stated
Result
Regression cycles 93% faster
“test coverage increased by 40% and regression cycles got 93% faster”
From the source: Cognition blog · 2025-11-14

Spotted: found in the wild. The numbers are as reported by the source above and have not been independently verified yet.

The situation

Managers needed more QA, reliability and DevOps capacity than their teams had.

The agent

Devin agents take on QA, SRE and DevOps work under each engineering manager.

How to build it

  1. Give each agent a clear role.
  2. Let agents run against the existing test suite.
  3. Track coverage and regression time before and after.
  4. Scale per manager, not per company.
Source: Cognition blog

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