Real-Time Process Intelligence

Intelligent recommendations for your process.

Expert-level thermal process guidance delivered to operators in real-time. Enhance performance, reduce fire risk, and lower energy costs — all from basic science, not black-box AI.

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Adaptive Coaching — Toasting, Roasting, Coating

Why is Adaptive Coaching needed?

Operators face inconsistent decisions across shifts, rising energy costs, quality variability, and fire risk. Adaptive Coaching solves all four — simultaneously.

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Operator Variability

Inconsistent decisions across shifts. Knowledge gaps when experienced operators leave. Difficulty training new operators to achieve optimal performance.

Energy Costs

Rising expenses, inefficient process parameters, lack of real-time optimization. Operators default to high temperatures because it's "safe."

🎯

Quality Consistency

Manual adjustments causing variations. Reactive rather than proactive control. Product density swings between shifts.

🔥

Fire Risk

Operators tend to use one point of control — temperature. Real-time psychrometric calculations provide safer, multi-variable guidance.

📊

No Black-Box AI

Advanced mathematical algorithms based on mass-energy balance — not machine learning that can't explain itself. Real intelligence based on basic science.

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Direct PLC Integration

Connects to existing plant systems. Intuitive operator interfaces providing immediate expert suggestions. No rip-and-replace.

How it works.

Real-time process intelligence platform delivering expert coaching to operators during live production.

1. Connect

Direct PLC integration with your existing plant systems. Read process variables in real-time.

2. Calculate

Dynamic mass-energy balance calculations. Psychrometric modeling of your thermal process — air, water, food, heat transfer.

3. Coach

Deliver precise operational guidance to operators. Multi-variable suggestions — not just temperature — for safety, quality, and efficiency.

4. Iterate

Each iteration tightens control. Product density variation drops. Energy consumption falls.

Impact on Product Density — operator adjustments converge across iterations
Operator Settings
AC Iteration 1
AC Iteration 2
AC Iteration 3
Product density variation ↓ 93% by iteration 3

Proven results.

Puffed rice oven control — validated across 28,000+ data points.

0
Safety Incidents
13%
Energy Reduction
93%
Reduction in Std Dev
3%
Max Prediction Error

"Adaptive Coaching has been a good tool for the operators. They have been using it as a tool to reassure the oven settings. The Adaptive Coaching suggestions are within a few points of the settings the operators are using. It will be nice to see where this technology goes."

— K.B., Process Technology Owner, CPG Snacks

Where the value shows up.

Three categories of benefit — each tied to a specific Adaptive Coaching contribution.

Product Consistency
  • Fewer complaints — burnt or uneven.Oven balance visualized through the HMI.
  • Consistent between shifts.Recommended settings meet density targets 24/7.
  • Fewer underfill complaints.Density targets hit every run.
Safety
  • Reduced fire risk.Mass balance favors higher moisture, lower temperature.
  • Systematic load changes.Closed feedback loop on every adjustment.
  • 24/7 safety visibility.Alert historian surfaces event history and durations.
Productivity & Cost
  • Higher OEE.Correct density reduces packaging stops.
  • Less overweight giveaway.No need to overfill to hit spec.
  • Lower natural gas use.Moisture-led operation cuts firing.
  • Faster expert collaboration.Curated settings shared with Process Partners.

Applications

Thermal processing across food, snacks, pharma, and CPG.

🌾 Puffing
🌾 Toasting
🥜 Roasting
🍳 Coating
💨 Drying
🏜️ Dehydration
❄️ Cooling
💧 Spray Drying
Industries Served
Breakfast Cereals· Snacks· Baking· Coffee· Grain· Pet Food· Nutraceuticals· Pharmaceutical

Who's behind it.

A joint venture between Process Partners and ChiAha — expert engineering knowledge meets advanced decision-support architecture.

ChiAha / Simulation Dynamics

Andrew Siprelle

Founder

Educator, consultant, and simulation tool developer. Founded Simulation Dynamics (SDI) in the early 1990s and coined "Discrete Rate Simulation." ChiAha represents his lifelong goal to distribute DRS benefits more widely — and Adaptive Coaching is its latest application.

Over 30 years of optimization and modeling experience delivered to consumer packaged goods manufacturers. Built the modeling discipline behind Adaptive Coaching's live psychrometric mass-energy balance.

Customer experience includes General Mills, Essity, Symbotic, Union Pacific, DOW, Bell Carter Foods, Y-12 National Security Complex, and Insight Network Logistics.
Process Partners

Jim Breslin

Founder

A recognized expert in thermal food processing, Jim has supported food companies with technical expertise, process support, and production equipment for more than 43 years — working with Fortune 500 manufacturers and start-ups across the globe.

Holder of six U.S. patents including "No-Dry Coating Process for Sugar-Coated Food Products," "Method of Processing a Grain Product," and "Heat Recovery System." Contributing author for the chapters on Toasting, Drying, and Coating Dryers in the second and third editions of Breakfast Cereals and How They Are Made.

Customer experience includes WK Kellogg, Kellanova, General Mills, Rembrandt Baking, Philip Morris, Post Foods, Cargill, Kraft Foods, Undercover Chocolates, and Wabash Valley.
Adaptive Coaching

Brian Jacob

Director of Business Development

Nearly three decades inside Kellogg Company on the operating side of cereal and snack manufacturing — the voice of the plant operators Adaptive Coaching was built to support.

Brings deep Fortune 500 CPG operating experience to every Adaptive Coaching engagement, translating between the math of the model and the reality of the production floor.

How we start.

1
Onsite Evaluation & Proposal

Understand your process and challenges — equipment readiness, NAFP inspection, optional workshop.

2
Install Adaptive Edge

Connect to the PLC to capture real-time operating behavior.

3
Design & Implement Adaptive Coaching

Build the psychrometric model for your process and deploy operator coaching.

Ready to transform your thermal processing?

Let's talk about what Adaptive Coaching can do for your operation.

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