For firms where data can't leave the room.
We deploy local LLMs and retrieval indexes on your hardware. Hosted by us, owned by you. Encrypted at rest, audit-logged, no egress.
An AI shop for firms and founders who want frontier AI solutions, real cost reductions, and the privacy posture they actually need.
We deploy local LLMs and retrieval indexes on your hardware. Hosted by us, owned by you. Encrypted at rest, audit-logged, no egress.
White-label customer-facing agents embedded in B2B and B2C SaaS. We build the agent; you ship the product; your users see your logo, not ours. Every reply is graded by a second model before it reaches a customer, and anything below the bar goes to a human instead. Wired into your backend, answering in the customer's language, with latency and reliability handled.
Multi-agent workspaces, scheduled pipelines, knowledge bases that compound. Deployed on your VPS or your hardware. You own it. We set it up and hand you the keys.
| Year | Firm / Industry | Scope | Outcome |
|---|---|---|---|
| 2026 | Public accounting · regional CPA firms | On-premise retrieval platform · open-weight models · zero-egress architecture | 47K+ documents indexed · zero data egress · sub-second retrieval |
| 2026 | Consumer finance · customer agent | Production multilingual customer agent · neuro-symbolic loan intake · model-graded reply gate | 88.33% strict-pass intake · 0% hallucination on the 120-case eval · live, every reply grade-gated |
| 2026 | Custom build · client infrastructure | Multi-agent system on the client's own infrastructure · scheduled pipelines · compounding knowledge base | 24/7 unattended on the client's own VPS · full audit + replay · built on the current best stack |
Two publications. We read the AI frontier so you can ship into it.
AI research papers, explained for builders.
What moved in AI today, and why it matters.
On-prem LLMs, white-label customer agents, or a custom multi-agent build. We scope it, ship it, you own it.
Start a project →