Filed under AI workflow automation.
Notes, numbers, and hard-won lessons from helping small and medium-sized businesses actually put AI to work. No think-pieces, no vendor takes — just what the math said after we ran it.
The most advanced AI operation in Richmond makes ice cream
The Richmond Times-Dispatch published a survey of Richmond-area businesses and AI on Sunday (Richmond Times-Dispatch, Aug. 30, 2026). Sixteen percent of the businesses surveyed are actively using AI. Another 44%...
Why Process Beats Raw Capability: What Andrew Ng’s Agentic Workflows Mean for Your Operations
GPT-3.5 in an agentic loop scored 95.1% on coding benchmarks. GPT-4 zero-shot scored 67%. The cheaper model with a better process won. Here's what that means for your operations.