Skip to content

Applications

The materials we’re after.

MEL starts from the class of materials where electrons and structure interact in complex, useful ways, which puts a wide range of high-value functional materials inside one search space. Superconductors lead. Datacenter thermal, energy conversion, and battery materials follow. The bar for every wedge is the same: a material a lab can synthesize.

The materials MEL is built for: a lattice with short-range charge-density modulation

The lead wedge

Superconductors and quantum materials

Where it matters · Quantum computing, power transmission, sensing, MRI and accelerator magnets

Market

$10T+ / yr

The systems superconductors sit inside: energy, compute, transport, medical. Near-term HTS component market $25B+ by 2035, growing ~12% annually.

The MEL framework was built for the class of correlated systems where superconductivity, charge order, and magnetic order coexist and compete. We're using it to surface higher-Tc candidates and the unconventional superconductors that will sit at the core of next-generation quantum and energy systems.

What we’re building

Higher-Tc families

Materials operating above industrial cryogenics. The gating constraint for power grid and fusion magnet deployment at scale.

Pressure-stable candidates

Bulk superconductors that don't need diamond-anvil pressures, what current record-holders quietly demand.

Field-resilient phases

Materials with built-in resilience against the magnetic-field collapse that limits today's high-temperature magnets.

Buyers and partners

Quantum-computing hardware · MRI and medical imaging · accelerator magnets · grid-scale power transmission

The adjacent wedges

Same platform, same synthesis bar · sized as materials markets

Datacenter thermal management

AI training and inference clusters, edge compute, high-density infrastructure

$20B → $50B+

Datacenter thermal-management materials · 2024 → 2030 · pulled by AI compute buildout

Thermal conductivity >1500 W/m·K

Heat-spreader and phase-change candidates with the band-structure and phonon engineering to clear the next density step.

Energy conversion materials

Cryogenic cooling, recovered-heat power, refrigerant-free climate systems

$30B+

Solid-state cooling and recovered-heat power · addressable market by 2035

Efficiency figure >3 at 300 K

Thermoelectric and magnetocaloric materials with the entropy-response profile current chemistries can't reach.

Battery and ionic materials

Solid-state batteries, grid storage, high-density energy applications

$100B+

Solid-state battery materials · addressable market by 2030, pulled by EV and grid storage

Ionic conductivity >10⁻² S/cm

Solid electrolytes and cathodes tuned for high-rate cycling, surfaced from correlated-physics priors.

Outside this list?

MEL extends further than what’s here.

Anywhere correlated electronic order matters (multiferroics, spintronic materials, frustrated magnets, topological phases), the framework applies. If you have a target domain in mind, write to research@supermatics.io.