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Business systems and implementation
Map a repeated workflow, establish where AI fits, and connect existing systems with a narrow MCP boundary.
A measured account of building Brownsmith’s Business Advisor landing page with Codex and ChatGPT Sites, from a private first deployment to a later public launch.
An AI assistant is more useful when it understands how a service business works. See how reusable skills and a hosted MCP can help scope practical improvements.
A documented audit of 157 website commits: estimated design hours, recorded Codex runtime, chat and token counts, revisions, and reusable workflow skills.
A practical way to decide whether AI, automation, a process change, or Brownsmith Dynamics is right for a costly business workflow before choosing software.
A practical decision guide for choosing SaaS, open source, custom software, an agency, or an AI-assisted build when a business problem needs a better system.
A practical MVP validation guide for nontechnical founders: research the problem, compare competitors, choose the right product shape, and test demand before building.