All work
AI operations
From $25k a month to under $1k with agent fleets.
At BuildBear Labs, a 17-person operation was automated into autonomous agent fleets — the FinOps proof behind everything UV Labs now advises.
25x
operating cost reduction
<$1k
monthly ops cost after fleets
17
person operation, automated
Problem
Cloud sandbox CI/CD operations cost ~$25k a month and scaled with headcount. Every workflow waited on the same people.
Approach
- 01Identified the workflows that were already arguments — the seams worth automating first.
- 02Built agent fleets with state checks, cost metering, and human gates.
- 03Cut operating cost by over 95% while keeping reliability.
- 04Turned the operating playbook into the advisory method.
“The operation the team needed became the method the clients need.”