New metals, proven in production.

Atomic Dynamics designs alloys with AI and verifies them in an autonomous lab inside a working metals plant, right next to the machines that make the parts. Every result trains the next round.

Start a program →See our approach

Propose → Make → Test → LearnAluminum casting alloys · giga-casting

Models liveNext: Ti, Ni, CoPrograms in the loop

01Home

MIN18

We’re turning months of alloy development into minutes.

YRS20

We’re trained on 20 years of what casts and what doesn’t.

LABS3

We’re building the labs to prototype, qualify and produce the metals of the next generation.

Why metals

Metals set the ceiling for everything we build.

Aircraft, rockets, chips, implants, robots and EVs are all limited by what their metals can do. Yet new alloys are still developed the way they were a century ago, one slow and costly trial at a time.

Cost per data point · drawn to scale2,659× cheaper

Traditional trial and error1.6 weeks

$110,800

$41.67

Atomic Dynamicsunder 3 minutes

Drawn to scale, our bar would be 0.04% as long. We drew it a few pixels wide so you can see it.

02Our approach

One loop, from prompt to part.

02.1AiAtomic AIAgents, models and benchmark→02.2DlDynamic Labs18-minute cycle and our three labs→

The loop

Five steps, one system.

01 · PROPOSE

Atomic AI designs

Agents propose compositions and processes for a target spec in minutes.

02 · MAKE

The alloying bot batches

Quick batching and rapid sampling turn a recipe into test pieces.

03 · TEST

We measure it

Mechanical properties and conductivity, measured in the same cycle.

04 · LEARN

The models update

Every result, good or bad, becomes training data.

05 · SCALE

Production trials

Alloys that pass move to production-scale trials and prototype parts.

02.1Ai

Atomic AI

Metal-expert AI agents that design a new alloy and its process in minutes, for the way the part will actually be made. Trained on 20 years of real production data, not just public literature.

AgMetal-expert agentsPropose compositions and processes for a target specLive
PmPhysics-informed modelsTrained on 50,000+ real production data pointsLive
DfData flywheelEvery lab result, good or bad, trains the next roundLive

Explore Atomic AI →

Predicted vs measured on held-out alloys

Metal strength

Metal ductility

Each dot is one alloy. The closer to the dashed line, the better the prediction. Atomic AI stays on the line; general LLMs drift off it.

Atomic AI General LLMsSee the full charts →

02.2Dl

Dynamic Labs

Autonomous labs that make and test every alloy Atomic AI proposes, verifying a new alloy in 18 minutes. We are building a US network: every lab runs the same rapid verification core and feeds the same models, but works on different metals and applications.

OhLab for TransportationBellevue, Ohio · light metals, production scaleLive
SfLabs for Future MaterialsSan Francisco · defense, medical, 3D printingBeing set up
GpLabs for GPU Superconductive MaterialsFremont · GPU thermal materialsPlanned

Explore Dynamic Labs →

03Applications

Where our metals go to work.

03.1CsCase studiesDelivered and in-progress programs→

One engine, four markets. Each line moves from lab to prototype to qualification to production, and mobility is furthest along.

Mobility

Lighter structures from high strength aluminum and non-flammable, creep resistant magnesium.

Lab

Prototype

Qualify

Produce

Defense & aerospace

High-temperature and refractory alloys, shape-memory alloys and printable Ti/Ni/Co powders.

Lab

Prototype

Qualify

Produce

Medical implants

Bioabsorbable magnesium alloys that do their job in the body and then dissolve.

Lab

Prototype

Qualify

Produce

Compute

Thermal materials for 3 kW GPU packages: a matched thermal interface material and Cu–diamond heat spreader.

Lab

Prototype

Qualify

Produce

Readiness rail: Lab → Prototype → Qualify → Produce.

03.1 / Case studies

Results in engineering units.

All case studies →

Delivered · US EV maker

38 days

A 100%-recycled aluminum alloy for giga-casting.

Read the case → Delivered · Global automaker

2× ductility

A magnesium process for structural parts 67% lighter than steel.

Read the case → In progress · Multiple partners

4 programs

With national laboratories, research institutes, OEMs and more.

See what’s next →

04About us

We make the metals the next century runs on.

PSW heritage

Twenty years of making metal parts.

We spun out of PSW Group in May 2026. We started with its 20 years of production data, its Ohio plant and its customers, so our first alloys went into real programs from day one. Our mission: change how new metals are made, with a closed loop where AI proposes and fully automated US labs verify.

Milestones

Our first months.

May 2026

Founded

Spun out of PSW Group

Oct 2026

Models and lab live

Aluminum and magnesium models complete
Ohio lab built, with quick batching and rapid sampling
New alloys delivered for two automakers
Agreements with four global automakers

Next · Dec 2026

More metals, more labs

Titanium, nickel and cobalt models
AI agent running the Ohio lab
San Francisco lab, first build
Medical Mg alloy with a research university, high-strength Al with a national laboratory

Leadership & team