# Local-first AI DevOps vs hosted AI DevOps

Local-first AI DevOps keeps credentials, queries, and operator control on the user machine. Hosted AI DevOps centralizes convenience, but usually adds a new processor and trust boundary between the operator and their infrastructure.

## Why the architecture choice matters

- It changes security posture and procurement friction.
- It changes whether teams can keep BYOK pricing control.
- It changes how easily AI can be grounded in live infrastructure evidence.
- It changes who approves or owns high-impact changes.

## Local-first advantages

- Stronger credential custody story.
- Easier BYOK and local inference patterns.
- Better fit when compliance or trust-boundary pressure is high.
- Cleaner operator control for review-before-apply workflows.

## Hosted advantages

- Less setup.
- Faster initial onboarding.
- Better fit when teams are comfortable with another hosted privileged layer.

## Related pages

- [Clanker Cloud vs hosted AI copilots](https://clankercloud.ai/clanker-cloud-vs-hosted-ai-copilots)
- [What is Clanker Cloud?](https://clankercloud.ai/what-is-clanker-cloud)