Machine Learning
Predictive models
that run in production
We build machine learning systems that predict equipment failures, optimize operations, and automate decisions inside your existing workflows.
Start buildingCapabilities
ML that drives business decisions
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
Turn predictions into specific recommendations for 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
Process
From data exploration to production
Data Assessment
Evaluate data quality, identify patterns, and validate ML viability.
Model Development
Build and train custom models using your historical data and domain expertise.
Validation & Testing
Rigorous testing with real-world scenarios and performance validation.
Production Integration
Deploy with monitoring, retraining pipelines, and integration to existing systems.
Let's talk about your project
Tell us what you want to build, or just the problem you need solved.
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