# Manufacturing & Engineering
Use operational evidence and applied AI to improve quality, throughput and production control.
We help manufacturing and engineering teams test and implement technology against real operating conditions, making limitations visible before scaling.
## Where pilots break down
Promising models and dashboards often ignore variable source data, frontline exceptions and the system responsibilities required to run safely in production.
## Engineer around the operation
We work with domain teams to define the decision, test evidence under realistic conditions and build the workflow, monitoring and review needed around the technology.
## From prototype to operation
Promising technical results are translated into a dependable process with clear ownership, exception handling and evidence for whether wider deployment is justified.
## Relevant work
- [Testing computer vision for material classification](/work/material-classification-vision-prototype)
- [Joining facilities operations and compliance in one platform](/work/facilities-compliance-platform)
HTML: https://rodan.io/who-we-help/industrial-operations