Generative AI × thermal engineering Magnative design film

INTELLIGENCE, SHAPED FOR THE PHYSICAL WORLD.

Better cooling.
By design.

Generative AI for heat sinks and cold plates.
Built around your engineering constraints.

Bring us your thermal challenge Play with the geometry
SCROLL TO EXPLORE
One idea. A new perspective.
Bézier fin geometry
02 / Intelligence meets geometryINTERACTIVE SHAPE EXPLORER

FORM, DEFINED BY YOU.

A different
starting point.

Change the fins. Bend the profile.
Explore the possibilities in your next component.

Copper cold-plate geometry
YOUR DESIGN SPACEDRAG TO ROTATE ↔
8
OpenDense
55%
SubtleExpressive

Illustrative geometry.
Thermal performance is assessed during an engineering study.

Cold plate · 8 fins · Curvature 55

03 / From shape to systemTHREE CHAPTERS. ONE CONTINUOUS FILM.

SEE THE DESIGN COME TOGETHER.

Every detail.
Connected.

Flexible fins. The complete assembly.
A closer look at the coolant domain.

ACTUAL MAGNATIVE DESIGN FOOTAGE01 / Flexible fin geometry
04 / Engineering around your hardwareFROM A COMPONENT TO A REPEATABLE WORKFLOW

YOUR CONSTRAINTS. OUR STARTING POINT.

Made for what
you're building.

Heat. Space. Flow. Manufacturing.
Explore new geometry where the constraints meet.

01GPU & AI computeCold plates around your heat-source layout.02Cooling manufacturersNew fin shapes within your process limits.03Engineering firmsConnect geometry, simulation, and optimization.
INSIDE THE DESIGN
Coolant-domain geometryMAGNATIVE / 03
Start with a thermal design study.
Build toward a generative design pilot or an automated workflow.Let's define the right starting point
05 / The research foundationGENERATIVE MODELS. ENGINEERING PHYSICS.

A METHOD WITH A FOUNDATION.

Built on physics.
Driven by research.

From Hadi Keramati's research in generative thermal design to the engineering questions in your next project.

ExploreEvaluateRefine
01 / GENERATIVE DESIGN

HeatGen

A guided diffusion framework for multiphysics heat sink design optimization.

H. Keramati · M. Sadeghi · R. K. JaimanRead the research
02 / THERMAL OPTIMIZATION

A wider
design space.

A multi-fidelity global search framework for hotspot prevention in 3D thermal design.

M. Sadeghi · H. Keramati · S. BighamRead the research
Research informs the method.
Your requirements define the engineering study.Put the method to work
06 / Your next design starts hereBASED IN CANADA. WORKING GLOBALLY.

LET'S ENGINEER WHAT'S NEXT.

Bring us your
thermal
bottleneck.

One component. A clear challenge.
A focused place to start.

keramati@magnative.ai
What do we need to start?

A component description and your main thermal challenge. Together, we define the geometry, operating conditions, manufacturing constraints, and acceptance criteria for a focused study.

Can you work with our existing team?

We can scope a study or workflow integration around your engineering tools and manufacturing process. Fabrication, prototyping, and qualification are planned with the appropriate manufacturing and test teams.

YOUR NEXT DESIGN STARTS HERE

Creates an email to Magnative for you to review and send.

Magnative Cold Plate

From flexible geometry to assembly and coolant-domain inspection.