Semiconductor equipment

Vacuum parts carry requirements that are hard to label by hand: outgassing, flatness, position tolerance.

What the drawing demands

Vacuum and UHV parts such as chambers, flanges and showerheads demand extremely low outgassing and flatness within a few microns, often only reachable with grinding or lapping on top of milling. Critical hole patterns, such as showerhead holes and bolt circles on vacuum flanges, sit on tight GD&T position tolerance and are checked by CMM, because a leak-free seal depends on it.

What the model learns here

In this sector the model is learning to connect which face carries a seal, which hole pattern inherits a position tolerance, and which surface carries an outgassing requirement to the part's geometry. Blake proposes these links for review, traceable to the inputs they came from. The cycle time that follows remains a direction until a connected pilot shop confirms it.

What the model learns here keeps a seal from failing.

Who this matters to

Estimator

Reads the outgassing, flatness and position-tolerance notes that drive the quote, and confirms or corrects what Blake proposes.

Manufacturing engineer

Plans the grinding or lapping pass a tight flatness callout forces on top of milling, and the CMM check a sealing surface needs.

Owner / operations

Carries the pricing risk when a tolerance chain is misread: a leak-free seal is the difference between a good quote and a warranty claim.

Where this model can help

Pilot

Linking GD&T positions

A position tolerance in a chain is proposed as linked to the face or hole it controls, so a sealing surface keeps its reference, for the estimator to confirm.

Pilot

Tracing outgassing requirements

Surface finish and outgassing notes are shown with the same traceability as any other requirement: measured, derived, assumed or unconfirmed.

Direction

CMM report as a future outcome, direction

A CMM report is exactly the kind of measured outcome the model is designed to learn from, once a shop connects its inspection data. Not yet confirmed running.

Direction

Vacuum parts as a feature family, direction

Chambers, flanges and showerheads share a family of features the model is designed to recognise across drawings. A design principle, not a confirmed, ratified function.

Process-specific AI models

One shared representation of the part, its requirements and the factory. Each manufacturing process gets a specialised AI model that learns how geometry, process choices and production resources affect manufacturability, time and cost. Milling first.

Milling

First process model

Features, tooling, setups and cycle time for 3-axis and 3+2 machining.

Turning

Second process model

Turned profiles and grooves on the same feature model.

Wire and sink EDM

Next process family

Extending the world model beyond mechanical cutting into electrical-discharge machining, developed with specialist manufacturing partners.

Sheet metal

On the roadmap

Grinding

On the roadmap

Welding and assembly

On the roadmap