---
title: Materials, chemistry & physics: Optimization with SpinForge | SpinForge
url: https://spin-forge.com/industries/materials
description: Structure prediction and candidate search for new materials, and ground states of physical models.
---

SPINFORGE BY INDUSTRY

# Materials, chemistry & physics

Structure prediction and candidate search for new materials, and ground states of physical models.

5 problem types · 3 applications · 2 products with measured results

## Problems SpinForge models here

- Crystal structure and site occupancy
- Alloy composition
- Magnetic materials
- Superconductor candidate search
- Ground states of physical models

## Applications

[Validated demo

### Materials Engine

Crystal structure prediction.

Na₂Cl₂ on an 8-site cubic grid: optimal occupancy, equal to the exhaustive optimum (-826.4128).

Product page](https://spin-forge.com/industries/materials/materials-engine) [Tested prototype

### Physics Simulator

Finds ground states of user-defined physical models.

Product page](https://spin-forge.com/industries/materials/physics-simulator) [Tested prototype

### Physics Machine

Runs a defined physics experiment across many instances and assembles the analysis, figures and draft.

Product page](https://spin-forge.com/industries/materials/physics-machine)

## Products with measured results

[Materials Factory](https://spin-forge.com/synthesis/materials-factory) [Research records](https://spin-forge.com/research)

## Pricing

INDUSTRY PACK

### Materials, chemistry & physics pack

$100,000 / year

$135,000 bought separately: 25% less as a pack.

- [SpinForge + Atlas](https://spin-forge.com/spinforge) $90,000
- [Materials Engine](https://spin-forge.com/industries/materials/materials-engine) $45,000

Pilot included: [Physics Simulator](https://spin-forge.com/industries/materials/physics-simulator), [Physics Machine](https://spin-forge.com/industries/materials/physics-machine) (one $30,000 focused sprint, quoted with the pack).

List prices are annual licences for a named scope; written orders set the final terms. Deployment and integration use the $15,000 workload assessment or the $30,000 focused sprint.

## How to read these pages

Validated demo

One real instance solved end to end through the application and checked against the exact answer or an explicit legality check (GPU campaign box, June 2026). Instances are small; a demo is not a benchmark.

Tested prototype

Working software with a passing test suite. No benchmark result is recorded yet.

Problem type

A problem SpinForge + Atlas can turn into a model it solves. Ask us for results on your instances.

Products

Catalog products with measured results on their own pages.

[Discuss a materials workload](https://spin-forge.com/contact)

Applications run on SpinForge + Atlas and are delivered through a scoped engagement; each has its own product page. Results describe the stated instances and conditions and are not a guarantee of results in your environment. See the [Terms of Use](https://spin-forge.com/terms).