Practical AI//4 min read
Deterministic AI for ordinary businesses
Useful AI starts with a clear operational problem, approved knowledge, and a reliable route for the questions the system cannot answer.
AI systemsautomationSMEs
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Useful thinking for businesses that need things built properly.
Field notes from the McCaigs studio: deterministic AI, technical systems, fast MVPs, useful automation, and practical software for ordinary businesses.
Published notes
Clear notes. Practical subjects. No hype.
Short, careful explanations from the workshop: what works, what should stay simple, and where the first useful release begins.
Systems Thinking//5 min read
What Ocean Racing Can Teach Us About Building Better Business Systems
The best businesses operate like successful ocean racing crews. Clear systems, trusted information, and reliable processes help teams navigate uncertainty with confidence.
business systemsprocess designdigital transformationoperations
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Studio//5 min read
Why We Rebuilt McCaigs Around Deterministic Systems Instead of AI Hype
How real-world engineering projects led us to rethink AI, rebuild our positioning, and create practical systems that solve business problems without unnecessary complexity.
Deterministic SystemsAIAutomationSMEsTechnical Studio
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Product Builds//4 min read
Why fast MVPs matter for SMEs
A focused first release gives an SME something useful to test quickly, without carrying the cost and delay of a platform that has tried to predict everything.
MVPsSMEsdigital products
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Bring us the part that should work better.
A useful first conversation can start with a messy workflow, a website that is not pulling its weight, or an AI opportunity that needs a practical route forward.