Thinking on operational software, AI systems, and the craft of building complex products.

Most software projects fail not because the software is bad, but because you're solving the wrong problem. Here's how to identify your real constraint and fix it.
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Why ERP reporting gaps cost manufacturers $300K+ annually. How to build real-time dashboards and close the data-to-decision gap with custom operational software.
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Your TMS isn't broken. Your WMS works. But margins are tightening anyway. Here's why patching legacy systems costs more than modernizing.
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Your system worked fine for years. Now it's the bottleneck. Here's how to recognize when off-the-shelf tools have stopped matching your operation.
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64% of software features go unused. Here's why operational software MVPs fail, and how constraint-first thinking fixes it.
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Agentic AI moves beyond chatbots to autonomous systems that manage operations. Here's what actually works on the factory floor.
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Your sales team wastes hours on manual quoting. Here's why quoting decisions are your manufacturing bottleneck, and how intelligent systems fix it.
Read article →Your ERP records what shipped. It has no idea whether Job 4721 is on track right now. Here's the floor visibility gap costing manufacturers late deliveries.
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Most manufacturers only count direct labor savings when evaluating custom software. Here's the three-part ROI framework that gives you the real picture.
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Manufacturers routinely lose 15-20% margin between quoting and fulfillment. The problem isn't pricing - it's visibility.
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Why 40% of AI projects fail in manufacturing. The AI readiness gap: spreadsheets, disconnected data, and why you need custom operational software before agentic AI.
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Every system you bolt on adds a hidden cost. Here's how the gaps between your ERP, spreadsheets, and point solutions are bleeding margin - and what to do about it.
Read article →Ideas are only as good as the system that runs them.
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