Machine Learning - Predictive Models That Solve Real Problems | Detroit Computing

Machine Learning

Predictive models that
actually work in production

We build machine learning systems that predict equipment failures, optimize operations, and automate decisions — integrated into your existing workflows.

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Capabilities

ML that drives business decisions, not science projects

Prevention

Predictive maintenance

Predict equipment failures 2-3 weeks in advance. Reduce unplanned downtime by 60-80% and optimize maintenance schedules using existing sensor data.

Forecasting

Demand forecasting

Predict sales and inventory needs with seasonal and trend pattern recognition. Reduce stockouts and overstock by 40%. Integrates with existing ERP systems.

Optimization

Process optimization

Optimize production parameters in real-time. Improve quality metrics, reduce waste, and learn from your best operators using automated anomaly detection.

Detection

Anomaly detection

Identify unusual patterns in equipment behavior, financial transactions, or network traffic before they become problems.

Classification

Intelligent classification

Automatically categorize documents, images, support tickets, or sensor readings. Consistent, scalable decision-making that improves over time.

Analytics

Prescriptive analytics

Go beyond predictions — recommend specific actions. Optimal pricing, resource allocation, and scheduling based on your constraints.

Case Study

Formula — Smart Budget Allocation

60% of marketing dollars are ineffective. Car dealerships spending $500K+ annually need smarter budget allocation. We built a SaaS platform combining marketing mix modeling with reinforcement learning to optimize spend in real-time.

35%

Average savings

8mo

Delivery time

Marketing Mix ModelingReinforcement LearningAnomaly DetectionForecasting

Process

From data exploration to production

01

Data Assessment

Evaluate data quality, identify patterns, and validate ML viability.

02

Model Development

Build and train custom models using your historical data and domain expertise.

03

Validation & Testing

Rigorous testing with real-world scenarios and performance validation.

04

Production Integration

Deploy with monitoring, retraining pipelines, and integration to existing systems.

Let's talk about your project

Whether you have a clear vision or just a problem that needs solving, we'd love to hear about it.

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