Constraint Modeling & Optimization Engine
Complex manufacturing requires algorithms that can instantly balance thousands of conflicting variables: machine availability, material supply, labor skills, and delivery deadlines. We build the engine to solve this multi-dimensional puzzle, ensuring the schedule generated is mathematically optimal.
Multi-Constraint Digital Twin
Building digital models of the factory floor that map all hard constraints, including bottleneck capacity, maintenance windows, labor skill allocation, and material availability.
Global Optimization Algorithms
Utilizing advanced mathematical optimization techniques (e.g., constraint programming, genetic algorithms) to find the absolute mathematically optimal schedule, far surpassing heuristic and manual planning.
Real-Time Responsiveness
Engineering the system to ingest real-time inputs (machine breakdowns, delayed materials, rush orders) and instantly generate an updated, optimized schedule within minutes, not hours.
Integration with MES/ERP
Ensuring the optimal schedule generated by the AI is securely communicated and executed via existing manufacturing execution systems (MES) and ERPs (e.g., SAP, Oracle).
Performance Visualization
Providing planners and management with clear visualization of the predicted schedule performance, identifying key trade-offs (e.g., throughput vs. energy consumption).
Core Components for Scheduling Excellence
Excellence in planning requires mathematical rigor from custom algorithms, high-volume data readiness, and a planning interface designed for human trust and quick adjustment.
AI Data Management Platform
Establishing the high-quality data foundation needed to feed the optimizer: cleaning and standardizing material lists, BOMs, cycle times, and machine capacity data.
AI Discovery & Strategy Workshop
Conducting structured workshops to accurately model the entire production process, map all constraints, and mathematically define the objective function (e.g., maximize profit, minimize tardiness).
Web Platform Development
Building the intuitive, interactive dashboard that allows human planners to validate, adjust, and deploy the AI-generated schedule with confidence.
Custom AI Model Development
Developing and embedding the highly complex optimization algorithms that solve the scheduling problem, designed specifically for your factory's unique constraints and objectives.
Case studies
Go beyond the obvious. Co-create with teams who value impactful experiences and products.
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Automating mortgage underwriting with multi-agent AI
Friday Harbor
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Helping candidates perform better at job interviews using AI
Monster AI
Helping students learn and understand basic math using artificial intelligence
Fibo — AI Math Tutor
Leveraging AI to build a content summarization app for better knowledge retention
taim
Creating a personalized audio listening experience with content curated by artificial intelligence
Audioburst
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