Private, local, and multi-model AI infrastructure
When privacy, independence, or data residency come first, we design local, private, or hybrid infrastructure. When speed and cost matter more, we evaluate multi-model architectures with routing, usage limits, and quality measurement.
What is included
- Requirements and workload assessment.
- Target architecture and threat model.
- Comparable quality, latency, and cost tests.
- Deployment, observability, and usage policies.
How implementation works
- 1
Process diagnostic, baseline, and prioritization.
- 2
Target workflow, human controls, architecture, and metric design.
- 3
Controlled pilot with users, logs, and acceptance criteria.
- 4
Monitored production, knowledge transfer, and continuous improvement.
Evidence we can publish
We do not publish client names, figures, or testimonials without authorization. Available evidence describes the scope, evaluation window, and operational metric used.
Automated pallet planning for a pharmaceutical laboratory
A pharmaceutical laboratory needed to reduce the manual work required to build pallet plans. The solution combined operational data, dispatch constraints, volume, priorities, and business rules to produce a reviewable plan before execution.
Read the full case- Scope
- Pallet planning using dispatch, volume, priority, and operational constraints.
- Window
- Cycle-by-cycle comparison between baseline and controlled pilot.
- Metric
- Planning time per cycle and manual adjustments required before dispatch.
- Figures
- Baseline and numerical results are not authorized for publication.
References and testimonials
Client references are coordinated during the commercial process when authorization exists. Until a public quote can be verified, we prefer not to attribute anonymous testimonials.
Frequently asked questions
Is a local model automatically private?
No. Privacy also depends on identity, network, storage, logs, administrative access, and operations.
Can models be changed without rebuilding the system?
We design interfaces and evaluations that reduce coupling when that flexibility has business value.
Let’s discuss the right process.
The initial diagnostic helps decide whether to implement, rescue, or stop the use case.
Schedule a diagnostic