Frameworks
Two lenses for AI decision effectiveness.
Operators don't need another generic "AI in the enterprise" essay. They need a way to grade where AI sits in a real workflow — and a way to talk about it without restarting the conversation every time.
IRDA
Information → Recommendation → Decision → Action
The four stages where AI can sit in an enterprise workflow. Most "AI in production" stories live at the first two. The interesting, hard, and still unsolved work happens at Decision and Action.
Read the IRDA framework →Decision Maturity
Individual → Team → Organization → Ecosystem
The four tiers of effectiveness. Most AI tooling targets the Individual tier. Real leverage shows up at Team, Organization, and Ecosystem — and those tiers require very different kinds of decisions.
Read the Decision Maturity framework →The two compose into a 4×4 grid (Tier × Stage). That grid is the topology for the journal. See the periodic table →