On-prem open source
Private inference, retrieval, and agents on hardware you own or a VPC you control. Llama, Mistral, and Qwen-class stacks — not lock-in theater. Built for cost, privacy, and the data that cannot leave the building.
AI systems integrator & consulting
AI that belongs inside your business.
Most companies do not need another chatbot demo. They need models that fit how they already work — data they can keep, systems they can run, and vendors they can trust. lukicweb lc designs that stack and puts it into production.
What we integrate
Open-source where you need control. Frontier models where you need the edge.
We sit between leadership, IT, and the model. Architecture first, then wiring, then a system your team can operate without us in the room.
Frontier lab models
When capability is the bottleneck, we wire frontier APIs from the labs that actually move the frontier into real workflows — with guardrails, evals, and cost control so the invoice does not become the product.
Integration & consulting
Process mapping, hybrid architecture, build, and handover. We find where AI changes the work, then connect it to the systems you already run — CRM, ERP, documents, ops — without a science project that never ships.
What an engagement looks like
Concrete work, not a demo week.
Private RAG
Documents stay on your network. Retrieval and answers run on an open-source model you operate.
On-prem agents
Tools that call your CRM, ERP, or files — with permissions and logs, not a public chatbot.
Frontier in the workflow
Lab APIs on the hard hop. Redaction or an on-prem model on everything that should not leave.
Handover
Runbooks, evals, cost caps. Your team operates it on Monday without us in the loop.
How we work
Diagnose the work. Design the stack. Leave you running it.
Diagnose
Where the work actually lives, which data can move, which cannot, and whether the constraint is privacy, cost, or capability.
Design
A hybrid architecture: on-prem open source for the core, frontier models where they earn their keep. One stack, not two religions.
Integrate
Wire models into existing tools and workflows. Retrieval, tools, permissions, logging — production, not a slide.
Handover
Runbooks, evals, and the boring operational pieces. The point is a system your people can operate on Monday.
Design a hybrid stack
Where should this model live?
Privacy and cost pull toward models you run. Capability pulls toward frontier labs. Drag the constraints; the mix is a starting brief, not a contract.
On-prem 59%
Frontier 41%
Frontier hop for reasoning.
Private retrieval and agents on your hardware; frontier models for the hard reasoning hop.
Start a conversation
If the work is real, write.
Tell us what you run today, what cannot leave the network, and what “useful” would look like in ninety days. We reply from the same address.
mlukic@lukicweb.com (202) 831-3804