AI-Powered Digital Twin Steel Printing

Steel additive manufacturing,
engineered by intelligence.

Joyest pairs wire-based metal 3D printing with a live digital twin and AI, so every layer is simulated, monitored and optimized before and while it is built.

  • Wire-fed steel deposition
  • Physics-based digital twin
  • Closed-loop AI control

Who we are

A new way to make large steel parts: faster to plan, smarter to build.

Joyest is a Vietnam-based deep-tech startup applying artificial intelligence and digital twin technology to wire-based steel additive manufacturing. We turn a CAD model into a verified, high-quality metal part by predicting how the process will behave, then guiding the printer in real time.

Our goal is to make metal 3D printing predictable, repeatable and economical for industries that depend on large, durable steel components.

A 3D printed steel component merging into its glowing digital twin

Technology

Three technologies, one intelligent workflow

Each part of the stack strengthens the others, from the wire feedstock to the data that improves the next build.

Wire-based steel printing

Steel wire is melted and deposited layer by layer to form near-net-shape parts. The approach suits medium to large components, uses material efficiently and removes the need for heavy tooling.

Digital twin

A virtual replica of the part, process and machine predicts heat build-up, distortion and defects before printing starts, then stays synchronized with the real build as it happens.

AI process optimization

Machine-learning models tune deposition parameters and toolpaths for quality, speed and cost, and learn from every build to make the next one better.

How it works

From CAD file to certified part, in a closed loop

Our workflow keeps the digital and physical worlds connected at every step.

  1. 01

    Model & simulate

    Import the CAD design and simulate thermal history, distortion and toolpaths inside the digital twin.

  2. 02

    Optimize with AI

    AI tunes current, wire feed, travel speed and interpass temperature, and plans the best deposition strategy.

  3. 03

    Print under control

    Sensors stream melt-pool, temperature and geometry data. The twin compares it with predictions and corrects in real time.

  4. 04

    Verify & learn

    As-built results are compared with the design. Every build becomes training data for the next.

Close-up of a glowing steel melt pool with digital sensor overlays
Real-time process monitoring Sensing the melt pool layer by layer keeps the physical build aligned with its digital twin.
Topology-optimized lattice steel part produced by additive manufacturing

Why Joyest

Built for quality, speed and design freedom

  • Predict before you print. Virtual build trials reduce failed prints and costly trial and error.
  • Repeatable quality. Closed-loop control keeps each build consistent from part to part.
  • Less material, shorter lead time. Near-net-shape parts need less machining and no dedicated tooling.
  • Design freedom. Produce complex, optimized geometries that are hard to cast or forge.
  • Continuous improvement. Every build adds data that improves the AI models.

Where data meets molten steel.

Joyest turns process data into better metal parts, connecting simulation, sensing and control into a single intelligent manufacturing loop.

Applications

Industries we are built to serve

Wire-based steel additive manufacturing fits any sector that needs large, strong, high-value metal components.

Heavy machinery

Structural parts, brackets, housings and wear components.

Marine & offshore

Corrosion-critical components and large custom fittings.

Energy & oil & gas

Valves, manifolds and pressure-related parts in steel alloys.

Construction & infrastructure

Custom steel connectors and architectural elements.

Tooling, dies & molds

Rapid, near-net-shape tooling with shorter lead times.

Repair & remanufacturing

Rebuilding worn or damaged parts to extend service life.

Smart factory floor with robotic metal additive manufacturing cells

Company

Corporate information

Joyest is a legally registered company in Ho Chi Minh City, Vietnam.

Contact

Let's build something remarkable in steel.

Talk to us about pilot projects, partnerships or technology collaboration.