AI Consumption Is an Operations Problem, Not Just a Prompting Problem
Prompting matters, but once AI touches real business work the larger challenge is operational: permissions, review, cost, logging, and repeatability.
Analytical reports, operational frameworks, and research notes from WBA's independent practice.
Prompting matters, but once AI touches real business work the larger challenge is operational: permissions, review, cost, logging, and repeatability.
Organizations often keep sounding confident long after they stop knowing. MCP — implemented with safety tiers, structured errors, and audit-grade logging — can be a practical step toward epistemic instrumentation.