---
title: AI & machine learning: Optimization with SpinForge | SpinForge
url: https://spin-forge.com/industries/ai-ml
description: Model design, training-data and serving decisions for AI teams.
---

SPINFORGE BY INDUSTRY

# AI & machine learning

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

6 problem types · 4 applications · 4 products with measured results

## Problems SpinForge models here

- Neural architecture search
- Inference request routing
- Federated-learning client selection
- Training curriculum order
- Adversarial-example search for binary networks
- Neural-network inference as an optimization

## Applications

[Tested prototype

### Federated Aggregator

Selects which clients join each federated-learning round.

Product page](https://spin-forge.com/industries/ai-ml/federated-aggregator) [Tested prototype

### Curriculum Engine

Orders learning material for the best learning sequence.

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

### Adversarial Engine

Finds adversarial inputs for binary and ternary neural networks.

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

### NN-to-QUBO

Runs binary-network inference as one optimization problem.

Product page](https://spin-forge.com/industries/ai-ml/nn-to-qubo)

## Products with measured results

[SpinRoute](https://spin-forge.com/spinroute) [SpinCache](https://spin-forge.com/spincache) [SpinProof](https://spin-forge.com/spinproof) [Token Factory](https://spin-forge.com/synthesis/token-factory)

## Pricing

INDUSTRY PACK

### AI & machine learning pack

$235,000 / year

$315,000 bought separately: 25% less as a pack.

- [SpinForge + Atlas](https://spin-forge.com/spinforge) $90,000
- [SpinRoute](https://spin-forge.com/spinroute) $75,000
- [SpinCache](https://spin-forge.com/spincache) $90,000
- [SpinProof](https://spin-forge.com/spinproof) $60,000

Pilot included: [Federated Aggregator](https://spin-forge.com/industries/ai-ml/federated-aggregator), [Curriculum Engine](https://spin-forge.com/industries/ai-ml/curriculum-engine), [Adversarial Engine](https://spin-forge.com/industries/ai-ml/adversarial-engine), [NN-to-QUBO](https://spin-forge.com/industries/ai-ml/nn-to-qubo) (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 ai 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).