Products · Private AI

Private AI you can actually own

Every product here runs on hardware you control and is built with augmented engineering: the model extends an engineer's reach, the engineer verifies the result. Nothing leaves your boundary to do its job.

The product line

A data layer that remembers, a grounded answer on demand, and the self-testing that keeps the whole discipline honest.

Perpetua

A managed, persistent private database brought to a site over a single encrypted port, with a localized-intelligence manager that keeps it organized. The durable data layer everything else answers from.

Explore Perpetua →

Intelligence on Demand

A document-grounded AI you bring up only when you need it: retrieval-augmented generation over your own corpus, citing its sources, then standing down. Sits on top of Perpetua.

Explore Intelligence on Demand →

AI / LAI Test Generation

The intelligence reads the references a network exposes and manufactures the known-answer stimulus to self-test automatic discovery and SmartHost tracking. Read the white paper.

Read the white paper →

Built on three pillars

The products are the sharp end of the three things MCG Labs does: augmented engineering as the method, private AI hosting as the deployment model, and full-stack product as the proof we can take an idea all the way to something shipped. They also draw on the hardware heritage of our parent company, MCG LLC.

Tell us what you are trying to do

Describe the data, the questions, or the network. We will tell you which of these earns its keep.

Email info@mcgllc.com