AI Prescriptive Modelling
Production, maintenance, and staffing decisions are often made with partial information. Teams rely on experience and instinct, which are valuable but can be hard to scale when products change, demand shifts, or key people retire.
Most operations already have the raw ingredients for better decisions: machine data, quality records, order history, and schedule logs. The hard part is turning this information into reliable predictions and clear recommendations.
IMC’s Solution: Models that Fit Your Operations
IMC helps manufacturers build AI and analytics models that answer specific operational questions:
- Which jobs or machines are most likely to cause schedule disruptions?
- Which assets are at highest risk of failure in the next few weeks?
- Where is scrap most likely to occur, and under what conditions?
- What production plan or staffing pattern best meets due dates with existing capacity?
We focus on predictive models that estimate what is likely to happen and prescriptive tools that suggest what to do next. Models are created in close collaboration with your team so that inputs, outputs, and assumptions are understandable and grounded in real constraints.
Data Readiness and Use Case Definition
Review of available data sources, quality, and structure. Joint definition of use cases that offer clear operational value and are achievable with your current systems.
Model Development Sprints
Time-boxed efforts to design, test, and validate models that predict risk on production hurdles, estimate cycle times, and flag process drift.
Prescriptive Tools and Workflows
Dashboards, alerts, or simple planning tools that embed model outputs into daily decision-making. This may include scenario testing for production plans, maintenance windows, or overtime decisions.
Impact: Better Decisions, Faster and with Less Stress
Predictive and prescriptive tools help align operations with business goals such as on-time delivery, margin protection, and stable workloads. Over time, these capabilities support a culture of continuous improvement that is anchored in evidence rather than gut feel alone.
Interested in AI that serves your operations, not the other way around?
Schedule a no-obligation discovery call to discuss practical modelling opportunities in your plant.
Contact Us | info@imcpa.com | (570) 329-3200
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