Model serving
We build model serving on GPU platforms, Linux, Proxmox, and Kubernetes, chosen to fit the workload.
Private AI infrastructure
Run AI where your
workload needs it.
Secure Data Solutions (SDS) handles private AI deployment for teams that need models on infrastructure they control. We design model-serving infrastructure and controlled application integrations around your data, performance, and operating needs.
Discuss your projectPrivate AI deployment services
Data & integration
We connect approved data sources, APIs, and custom application workflows with defined access boundaries.
Operating controls
We set up identity, logging, deployment procedures, and handoff. Private hosting still requires deliberate security and data controls.
What we have built
SDS engineering
AI stability dashboard
Created an AI stability dashboard that uses APIs and live health checks to monitor model, application, and infrastructure availability.
SDS engineering
Service recovery controls
Developed controls that detect service and model-route failures and restore approved components. The controls include safeguards for restarts.
Selected career experience
Private AI infrastructure for Emergent HQ
Built private AI infrastructure for Emergent HQ. The work included automated GPU server deployment, Cloudflare-hosted services, and Ansible automation.
This describes SDS engineering work at the level of what was built, not a specific client deployment.
How the work comes together
Bring us your AI workload.
Tell us about the models, data boundaries, and infrastructure your application needs. You'll speak directly with an engineer at Secure Data Solutions (SDS) about scope and next steps. Secure Data Solutions works on-site in Miami-Dade, Broward, and Palm Beach counties and up through Polk County. We also work remotely and travel when needed.