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AI-Native Factories for Precision Manufacturing

On-shore speeds, off-shore costs

Where our team comes from
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Founded by MIT engineers specializing in geometry topology, reinforcement learning, and advanced manufacturing — Aether builds and operates AI-native modular factories serving medical, robotics, aerospace, data center, energy, and semiconductor industries.

Our AI-native stack transforms 3D design files into precision components 10× faster than traditional manufacturers. Through our engineering world model and autonomous process generation, we deliver high-quality parts at competitive prices with unmatched speed and reliability — deploying factory capacity on U.S. soil faster than overseas alternatives.

Services

AI CNC Machining Services

High mix low volume manufacturing with automated in-process QC and final quality control. ISO 9001, ISO 13485, and AS9100D certified. Multi-material support including exotics.

AI CNC Turning

AI CNC Turning

  • Live tooling & dual spindle capabilities
  • High-precision cylindrical parts
  • Diameters up to 300mm
Build Time: From 3 days
Factory Locations
USMexicoVietnam
Machine Brands
Haas · DN Solutions · Brother · Mazak · Mecof · Makino · Syil · Okuma
Part Size Range
2 mm — 6 m
CNC Machines
500+
AI WHITE-BOX CNC PORTAL™

From Quote to Delivery — Powered by AI

A new manufacturing infrastructure layer. Upload CAD, receive a machining process generated by our engineering world model, with transparent pricing built on real process logic — not estimation, instantly.

01

Upload CAD

STEP or STP — geometry and feature complexity read instantly.

02

AI Generates Process & DFM

BETA

Full machining process generated in minutes. DFM feedback provided automatically.

03

Transparent Cost Breakdown

Pricing from real process logic — material, operations, tooling, runtime.

04

Automated Production & QC

Automated scheduling, in-process inspection, and final quality control.

05

Global Delivery in Days

Parts shipped directly from our factories worldwide. Fast, reliable doorstep delivery.

TECHNOLOGY

Powered by our proprietary AI technology

Aether treats the factory as a software-defined product built on an engineering world model. Instead of operating machines as isolated tools, our platform integrates AI-driven process generation, autonomous scheduling, and closed-loop quality systems into a single architecture. Each factory is a reference unit — copy-paste ready for global scaling.

Input

Inputs from standard design file (STEP):

  • Geometry & topology
  • Quantity
  • Material
  • Tolerances

Core Agent

Agent 1: Autonomous Process Generator (APG)

Agent 2.1: Supply-chain-level planning

Agent 2.2: Shop-floor-level planning

Predicted snapshot
Execution signals

All logistics and process decisions are made by software, with human intervention only in edge cases.

Most roles are one-week trainable. Each factory is a reference unit — designed to be replicated globally by configuration.

Flow Engine

10,000-node Manufacturing Execution System

× N unit factories · Deployed by configuration

IoT · 0.2 Hz

Execution Layer

  • CNC, (W)EDM, metal 3D printing, welding, grinding, etc.
  • Auxiliary: CMM, tool grinder, automated cleaning lines, etc.
  • Robotics systems (material handling)
Testimonials

Trusted by Engineering Teams

Top U.S. Robotics Company

Leading Humanoid Robotics Developer

Leading U.S. Engineering Research Lab

Top Data Center Cooling Technology Company

Advanced Biomechatronics Research Lab

Top U.S. Robotics Company

Lead Product Engineer

"Aether's team provided valuable GD&T and manufacturability feedback during the machining process. Their AI-driven machining approach helped us refine our design decisions and will influence how we design future robotic components."

Leading Humanoid Robotics Developer

Sr. Mechanical Engineer – Actuation

"When we needed parts quickly, Aether's AI-powered machining platform delivered a quote and turnaround fast. Their responsiveness and manufacturing support made the process extremely efficient."

Leading U.S. Engineering Research Lab

Mechanical Engineering Researcher

"Aether's instant AI machining quote system is clean, intuitive, and easy to use. It makes sourcing precision machined parts significantly faster than traditional manufacturing workflows."

Top Data Center Cooling Technology Company

Product Development Engineer

"The manifold samples looked great on arrival. Aether demonstrated strong execution in precision machining and manufacturing quality for complex thermal components."

Advanced Biomechatronics Research Lab

Research Engineer

"Working with Aether's team was smooth and responsive. Their platform made it easy to iterate on designs and manage machining quotes as our project evolved."
Portfolio

AI CNC Machining in Action

See how our intelligent machining solutions deliver results across industries.

Quote Your Part
Manifold Block

Manifold Block

AL6082-T649.8mm±0.04mm
High-density manifold block for fluid/thermal systems.Intersecting channels and tight tolerances demand advanced multi-axis control.
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Bottom Housing

Bottom Housing

AL7075-T6225mm±0.02mm
Robotics base housing supporting structural loads and alignment.Thin features and large size demand precise deformation control.
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Olecranon Bone Plate

Olecranon Bone Plate

Ti-6AL-4V154mm±0.05mm
Bone plate with complex curvature.Requires precise contour control, burr-free edges, and fine surface finish for medical-grade use.
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Rack Manifold

Rack Manifold

304 / 316L SS2000mm±0.015mm
Rack-level manifold for AI data center liquid cooling.Long geometry and multiple interfaces demand precise alignment and leak-critical surfaces.
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Fixation Plate

Fixation Plate

2205 Duplex SS336mm±0.01mm
Sealing plate for high-pressure fluid systems.Multiple sealing faces, deep cavities, and tight positional control in 2205 duplex stainless.
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Start Your Next Project

Upload your CAD file and receive a transparent quote powered by our AI CNC machining platform. Engineering review included.