---
title: SpinForge by Industry: Problems, Applications and Products | SpinForge
url: https://spin-forge.com/industries
description: Eleven industries: the problems SpinForge + Atlas models, ready applications with their evidence, and the catalog products with measured results.
---

SPINFORGE BY INDUSTRY

# Where SpinForge is used.

Eleven industries, 55 problem types SpinForge + Atlas can model, and 29 ready applications: 13 with a validated demo and 16 tested prototypes. Each page links the catalog products that already have measured results for that industry.

[## Finance & markets

Portfolio construction, pricing, risk and capital decisions with hard constraints.

6 problem types · 1 application · 3 products](https://spin-forge.com/industries/finance) [## Logistics, transport & supply chain

Routing, dispatch and fleet decisions from a few vehicles to very large networks.

6 problem types · 2 applications · 4 products](https://spin-forge.com/industries/logistics) [## Manufacturing & operations

Plant, layout, scheduling and allocation decisions where every constraint has to hold.

4 problem types · 2 applications · 4 products](https://spin-forge.com/industries/manufacturing) [## Energy & climate

Power-system scheduling and dispatch, sensing and emergency-resource decisions.

3 problem types · 1 application · 3 products](https://spin-forge.com/industries/energy-climate) [## Telecom & networks

Radio, coding and network-design decisions for wireless and wired networks.

6 problem types · 3 applications · 2 products](https://spin-forge.com/industries/telecom) [## Life sciences & biotech

Sequence, structure and combination design for drugs, proteins and nucleic acids.

5 problem types · 3 applications · 3 products](https://spin-forge.com/industries/life-sciences) [## Materials, chemistry & physics

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

5 problem types · 3 applications · 2 products](https://spin-forge.com/industries/materials) [## Chips, compilers & computing

Placement, compilation and resource decisions for chips and for classical and quantum computers.

7 problem types · 5 applications · 4 products](https://spin-forge.com/industries/computing) [## AI & machine learning

Model design, training-data and serving decisions for AI teams.

6 problem types · 4 applications · 4 products](https://spin-forge.com/industries/ai-ml) [## Security, cryptography & verification

Hardness estimates and verification for cryptography and concurrent software.

4 problem types · 3 applications · 4 products](https://spin-forge.com/industries/security) [## Media, advertising & games

Placement, recommendation, experiment and game decisions.

3 problem types · 2 applications · 2 products](https://spin-forge.com/industries/media-games)

## 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.

Applications run on SpinForge + Atlas and are delivered through a scoped engagement; each has its own product page. See the [SpinForge + Atlas](https://spin-forge.com/spinforge) product page and the [measured results](https://spin-forge.com/proof).