Custom AI systems, built for enterprise scale.
We partner with enterprise teams to design and build from scratch — RAG pipelines, private LLM deployments, AI agents, and workflow automation. All on your infrastructure. All IP yours.
Design upfront. Build on your infra. Hand over everything.
Architecture & system design upfront
The design document comes first — data flows, model choices, failure modes, and cost envelope — before a line of code is written.
Built on your infrastructure
Your cloud, your VPC, your keys. Nothing routes through ours, and nothing leaves your environment without being scoped and logged.
IP and source code transferred
Everything we build is yours at handover — source, agents, prompts, docs. Ongoing retainer optional, never required.
What we design and build.
RAG Systems & Knowledge Bases
Your documents, tickets, and data made queryable — retrieval pipelines tuned for accuracy, not demos.
Multi-Agent Orchestration
Teams of specialized agents coordinating on real workflows — with human approval gates where they belong.
Private LLM Deployments
Models running inside your walls when data can't leave — sized, served, and fine-tuned for your workload.
Workflow & Data Pipelines
The unglamorous plumbing done right — scheduled, monitored, and observable end to end.
Deep Integrations
Wired into the systems you already run — CRM, ERP, ticketing, data warehouse — through their real APIs.
Security & Data Handling
Scoped and reviewed by a security engineer whose day job is protecting a Fortune 100 bank — access credentialed, actions logged, PII handled deliberately.
From first call to live system.
We ask that you book a call before we commit to anything. We invest real time and expertise in every engagement — just as we ask you to value yours, we ask you to value ours.
Scope call
Your systems, constraints, and goals — and whether this is a fit at all.
Architecture & design
A written system design and fixed proposal you can circulate internally.
Build on your infra
Developed and tested inside your environment, with weekly checkpoints.
Handover & retainer
IP transferred, team walked through it. Ongoing retainer optional.
Enterprise questions, answered straight.
Daniel Cho — a security engineer at a Fortune 100 bank, CISSP and CISA certified — scopes and leads every engagement, with contract specialists brought in under NDA where the build needs them.
In your environment. We build on your infrastructure with scoped, credentialed access — and private LLM deployments are on the table when data can't leave at all.
Enterprise work is scoped together on a call — architecture first, then a fixed proposal. No hourly billing, no surprises.
Let's scope it together.
Book a call and bring your hardest workflow. We'll tell you what we'd build, how, and on what — whether or not you hire us.