An engineer stares at a screen at midnight
There is a CAD model on the screen. It is beautiful, precise, and completely silent about what to do next.
Somebody still has to turn that 3D shape into a dimensioned drawing, a sequence of factory worksteps, a spare-parts catalog, and a service manual in five languages. For a century that somebody has been a human, armed with rulers, tribal knowledge, and a great deal of coffee. Foundation EGI thinks the human should have help - not a chatbot that improvises, but a machine that genuinely understands torque, tolerance, and steel.
Headquartered in Los Altos, California and spun out of MIT's Computer Science and Artificial Intelligence Laboratory, Foundation EGI is selling a single, slightly audacious idea: engineering deserves its own intelligence. Not artificial general intelligence that can write sonnets, but Engineering General Intelligence that can read a blueprint and tell you the wall is too thin to cast.
The next industrial revolution will be AI-native. We're creating tools that understand how engineers think.Mok Oh, Co-founder & CEO
Engineering runs on knowledge that lives in people's heads
Industrial engineering is a graveyard of fragmented knowledge. Specs are vague. Standards are buried in PDFs. The one person who knows why the bracket has that exact radius retired in 2019. Most of the work between "here is the part" and "here is how we build it" is manual, repetitive, and quietly error-prone.
The obvious fix, circa 2023, was to point a large language model at the problem. The trouble is that a general-purpose LLM treats a torque spec the same way it treats a limerick - as text to be plausibly continued. It will happily invent a dimension that violates physics, then write you a confident paragraph defending it. In manufacturing, a confident hallucination is not a quirk. It is a recall.
AI that knows when to break the rules drives breakthroughs - by challenging assumptions, not just automating tasks.Wojciech Matusik, Co-founder & Chief Scientist
So the real problem was never "can AI write about engineering." It was "can AI be trusted to participate in it." Trust, in this world, means auditable, physically valid, and repeatable. Three words that generic chatbots were never built to honor.
Three people decided the answer was a new language
The wager started as an MIT paper - "Large Language Models for Design and Manufacturing" (2024) - and turned into a company. The founders' bet: don't make the AI guess engineering, make it speak engineering. Under the hood, Foundation EGI uses a domain-specific language that encodes the rules of physics, geometry, materials, and manufacturing constraints. The DSL acts as a guardrail. Outputs that aren't physically valid simply can't be expressed.
Mok Oh
Serial entrepreneur with stops at PayPal, Samsung, and Mercari. The one who says the quiet part out loud: engineering should be AI-native.
Wojciech Matusik
MIT professor of EECS and Mechanical Engineering. Spent a career on computational design and physics-based simulation before bottling it.
Michael Foshey
Former MIT CSAIL manufacturing-AI researcher. The person who has to make the lab results survive contact with a real factory.
A short, fast history
The paper
"Large Language Models for Design and Manufacturing" lands at MIT CSAIL and sparks the EGI idea. The company is founded the same year.
Out of stealth
Foundation EGI launches the manufacturing industry's first Engineering General Intelligence platform and announces a $7.6M seed round.
The Series A
An oversubscribed $23M round led by Translink Capital, with RRE Ventures, McRock Capital, Fifth Growth Fund and others. Total funding crosses $30M.
Into the field
Beta deployments at Fortune 500 industrial brands across automotive, heavy industry, appliances, and power tools.
Four jobs nobody wants to do by hand
You load a CAD model and whatever supporting mess you have - a bill of materials, a product description, a half-finished spec. The EGI platform, a domain-specific agentic system, turns it into work product an engineer can actually sign off on. Here is what comes out the other side.
Technical Drawing
GD&T drawings with accurate views and dimensions, generated automatically from geometry.
Process Planning
Optimized workstep sequencing and production plans, built from the CAD model instead of from memory.
Catalog
Precise 2D and 3D product and spare-parts catalogs, straight from the design. No manual layout.
Documentation
Operator and service manuals in multiple languages, with full technical precision intact.
Production-ready drawings. From CAD, instantly. Workstep sequences - generated, not drafted.Foundation EGI - product site
Money, names, and a number that matters
Skeptics are right to ask for evidence, so here is some. The capital is real and oversubscribed. The backers are not tourists: Translink Capital led the Series A, with RRE Ventures, McRock Capital, Escape Investment Management's Jim Scapa, Fifth Growth Fund, and returning seed investors E14 Fund, UNION, GRIDS Capital - and, yes, Henry Ford III.
Foundation EGI funding, by round
The platform is in beta at leading Fortune 500 brands - automotive, heavy industry, appliances, power tools - where early use is reported to mean fewer production errors and a faster path from design to market. Inteva Products' CIO Dennis Hodges is among the named customer voices. It is early. It is also more than a deck.
We're building for a future where human engineers and machines can co-create with shared understanding.Mok Oh, Co-founder & CEO
Make engineering knowledge stop evaporating
The mission is less about replacing engineers and more about catching what falls through the cracks: the standard nobody documented, the workaround that lived in one head, the manual that was three revisions out of date. Foundation EGI wants to turn fragmented knowledge into structured, auditable, executable workflows - so the institutional memory of a factory doesn't walk out the door at retirement.
If that works, "Engineering General Intelligence" stops being a marketing phrase and becomes a category - the same way "spreadsheet" once was.
What you can do with it
- Generate dimensioned GD&T drawings from a CAD model
- Auto-sequence factory worksteps and production plans
- Build 2D/3D product and spare-parts catalogs
- Produce service manuals in multiple languages
- Keep outputs physically valid and auditable by design
Back to the midnight screen
It's midnight again. Same engineer, same beautiful, silent CAD model. Except now the screen talks back. The drawing is dimensioned. The worksteps are sequenced. The catalog and the manual - in three languages - are waiting for a signature, not a week of formatting.
Foundation EGI hasn't replaced the engineer. It has handed back the hours that used to disappear into the boring, breakable middle of the job. Whether Engineering General Intelligence becomes a true category or a clever name is a question the next few years - and those Fortune 500 pilots - will answer.
The blueprint was always going to get built. The only question was who, or what, would help read it.
Links & sources
Funding, headcount, and pilot details are approximate and reflect the company's own announcements.