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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 practical reading of our Is Agentic report, showing how website checks and programmatic SEO can help AI agents find reliable information without guarantees.
Five practical AI ideas for small businesses, covering customer patterns, market research, online visibility, automation, and monitoring with clear checks.
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.
Publication-date note: the Business Advisor reference is a preview; current services are scoped through Discovery or BizFlow. 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.
Publication-date note: named product concepts are historical; current engagements are scoped through Discovery or BizFlow. Meta VR Glasses could reshape workspaces, factory dashboards, museums, and solo businesses. We separate confirmed features from useful possibilities.
A practical way to decide whether AI, automation, a process change, or Brownsmith Dynamics is right for a costly business workflow before choosing software.