# Lightweight AI Infrastructure

> Lightweight AI infrastructure is production AI that runs on modest hardware (no GPU clusters, no Kubernetes sprawl, no runaway cloud bills), deployed on your own servers or cloud account and owned entirely by you.

_Source: https://plenaura.com/services/lightweight-ai-infrastructure · Last updated: 2026-06-03 · Plenaura_

**Outcome:** Production AI pipelines running lean on infrastructure you control, with a clear, documented path to scale when you actually need it.

## What you get

- Production AI pipelines on modest, right-sized infrastructure
- Deployment on your servers or cloud account, your choice
- Zero vendor lock-in. You own every line of code
- Full documentation your team can maintain
- Architecture designed for today's scale, with a clear path to grow

## This is for you if

- Your cloud AI bill is scaling faster than the value it returns
- Data privacy or compliance means processing can't leave your network
- You want predictable, fixed infrastructure costs
- You were told you need GPU clusters and a Kubernetes setup (you probably don't)

## FAQ

### Do we really not need GPU clusters?

For the overwhelming majority of business workloads, no. The right small or mid-size model, tuned for your task and deployed efficiently, matches or beats a giant general-purpose model on your specific work, at a fraction of the hardware and cost.

### Can it run on-premise or air-gapped?

Yes. We deploy on your servers, your cloud account, on-premise, or fully air-gapped, whatever your privacy, latency, and compliance needs require. Your data never has to leave your network.

### What happens when we need to scale?

The architecture is designed for your current scale with a documented path to grow. When demand rises, you scale deliberately, not because an over-provisioned cluster forced the bill up from day one.