Expert engineers wielding AI as an instrument. Not a replacement for judgment, a multiplier of it. We build, we host privately, and we ship products with verification at every gate.
Three pillars built on one idea: an expert engineer, augmented by AI, does the exhaustive work that was never affordable by hand, and verifies every result against its source.
AI as an instrument in an engineer's hands. We direct models to do the broad, repetitive, error-prone work, then verify the output against primary sources.
Your models and your data stay on hardware you control. Private inference with model choice, access control, and a full audit trail. Nothing leaves the boundary.
Concept to production with augmentation at every layer and an engineer owning each merge. Schematic, PCB, firmware, enclosure, release package, and ops.
Augmentation without verification is just confident error. Here is what it looks like done right.
We automated the creation and cross-checking of a production release package with assembly partner Worthington. Every BOM line, footprint, and rotation reconciled against its source. Atomic: it shipped only when every check passed.
Read the case study → Case Study · FlagshipA private-AI module that correlates and sorts network telemetry to surface anomalies, built with augmented engineering end to end. Private by default, running on hardware we control.
Read the case study →The same discipline runs through every pillar.
Every claim is checked against a primary source: the datasheet, the schematic, the measurement. Not against memory, and not against the model's confidence.
The AI extends reach; the engineer verifies the result. We treat deliverables as atomic. They ship when every check passes, or they do not ship.
Judgment about what is correct stays human at every gate. Augmentation is leverage on an expert, not a substitute for one.
Where it matters, your data and your models run on hardware you control, with access you can audit. Privacy is the default, not an upgrade.
What used to be hard is now out of the way, so you can focus on what is really hard.
Tell us what you are building. We will tell you where augmentation earns its keep.
Email info@mcgllc.com