Pattern3 Blog

Field notes from inside the work.

Long-form writing on AI automation for small and medium businesses. Patterns I see from embedded consulting. The workflow problems nobody puts on a slide deck.

May 14, 20264 min readAI StrategySMBWorkflow

The chatbot is the easy part

Every SMB I talk to wants a chatbot first. The chatbot is rarely the thing that creates value. The workflow it plugs into is.

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April 30, 20263 min readAI StrategyEngineeringDecision Making

Build vs fold into existing

Most build-vs-buy decisions are actually build-vs-fold-into-existing. Two projects, five days apart, taught me the same lesson.

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March 6, 20264 min readCase StudyHealthcareEmbedded Consulting

Two months embedded in healthcare AI: the value is not in the tools

A field report from two months as an embedded AI consultant at a healthcare tech company. The tools are not where the value lives.

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December 4, 20255 min readAI Video3DProduction Pipeline

The hybrid AI video pipeline (why pure generation will not cut it yet)

For a modular collectible launch, pure generative video kept warping rigid plastic into rubber. The fix was a hybrid pipeline with deterministic 3D physics underneath the AI surface.

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November 1, 20253 min readPattern3ServicesSMB

Pattern3 is open for new client work

AI for the little guys. What Pattern3 builds, who we build it for, and what we can spin up fast.

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