Lab Notes & Resources

Practical AI knowledge. No hype. No gatekeeping.

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Address: CA

Guides, case studies, technical explainers, and honest assessments of what's working in AI for small business — from the team that builds it every day.

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Welcome to Lab Notes

Practical AI knowledge for small business — no hype.

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AI for Small Business Workflow Automation MCP Agent Readiness

All AI for Small Business AI Voice Agents MCP Servers & AI Fluency AI Agent Readiness & GEO Workflow Automation Integration Patterns Case Studies Lab Notes

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MCP Servers & AI Fluency

AI Fluency for Your Team: How to Build AI Skills Without a Training Budget

You don't need a training budget to build AI fluency. Five practical steps to move your team from AI-curious to AI-capable.

Aug 12, 2026 · 9 min read

Three panels comparing grey rigid pipe, tangled teal wires, and smooth amber bridge arc through adapter, showing APIs versus integrations versus MCP servers

MCP Servers & AI Fluency

APIs vs. Integrations vs. MCP Servers: What's the Difference and Which Does Your Business Need?

APIs, integrations, MCP servers — they're not the same thing. Here's what each does and which one your business actually needs.

Jul 10, 2026 · 6 min read

Central hexagonal hub with amber core connected by lines to calendar, database, chat, spreadsheet, and invoice icons, showing how MCP servers connect AI to business tools.

MCP Servers & AI Fluency

MCP Servers Explained: What They Are, Why They Matter, and How Businesses Use Them

MCP servers let AI assistants connect directly to your business tools. Here's what that means in plain English — and why it matters.

Jun 29, 2026 · 10 min read