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Insights

MetaFloor AI Brings Governance to Close the Loop on Process Compliance

Why do audits continue to find problems after appropriate root cause analysis (RCA) and corrective and preventative actions (CAPA) processes are complete? MetaFloor AI argues that there is a missing capability to capture and consistently reuse causal data for process intelligence. Their AI-based platform uses a causal graph with AI to not only capture process…

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  • Insights

Julie Fraser - April 22, 2026 - Filed Under: Insights, Insights & Activity - Tagged With: Causal Graph, Quality, CAPA, Governance, Continuous Improvement, Audit, Process Intelligence, AI, Process Compliance, RCA, SCAR, Process Engineering, NCR

Agentic Execution

ReilAI’s GAEL Aims to Bridge Awareness and Action with Agentic Execution

During a closed-door introduction with ReilAI Corporation, I began to believe agentic AI might actually be ready for operations. I am delighted I got a peek at a new approach to making it easier to understand what’s happening in complex, ever-changing manufacturing and supply chain operations. This young company was founded on the belief that…

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  • Insights

Julie Fraser - April 9, 2026 - Filed Under: Insights & Activity, Insights - Tagged With: Execution, AgenticAI, Platform, Governed, Swarm

Focus and Core Strengths Characterize PTC’s Strategy

We had the chance to spend some time with PTC leaders recently to discuss their strategy. We’ve followed PTC for over two decades and watched them transform numerous times. They’re currently in a new era under the leadership of CEO Neil Barua , who took over the CEO role several years ago after serving as…

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  • Insights

Jim Brown - March 20, 2026 - Filed Under: Insights, Insights & Activity - Tagged With: Windchill, PLM, Strategy, CAD, Creo, PTC, Servigistics, ALM, Codebeamer, Digital Thread, Design, Integrated Product Engineering, Onshape, SaaS, Applied AI, New Product Development, Vision, Service Lifecycle Management, SLM

Prodeen Delivers AI Agents and Playbooks for Recipe-Based Compliance

How can food and other recipe-based manufacturers accelerate their innovation without wasting time and compounding their compliance risks? Startup Prodeen offers AI agents and playbooks designed to turn the tide, and early customers are finding benefits. These early customers are global food and beverage companies. Initial users are in regulatory affairs, quality, and food safety,…

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  • Insights

Julie Fraser - March 4, 2026 - Filed Under: Insights, Insights & Activity - Tagged With: Innovation, Workflow, Quality, Risk, Recipe, Regulatory, Food and Beverage, Risk Horizon, AI

Arcstone Opens to AI to Speed Supply Chain Traceability Implementation

How can manufacturers meet customer traceability requirements faster and easier, with a higher level of reliability? Arcstone Advanced MES would argue that using the customer’s choice of LLM AI tool to access the real-time MES and supply chain data in their solution is the answer. Apparently, quite a few automotive components and food and beverage…

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  • Insights

Julie Fraser - February 25, 2026 - Filed Under: Insights, Insights & Activity - Tagged With: Sustainability, MES, Supply Chain, Traceability, AI, No-Code, MCP, AI Governance

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