The methodology

A Flexible Path From Idea to Adoption

Seven phases give the work structure. The loop keeps it honest. The cross-cutting disciplines keep it safe, credible, and worth doing.

Phases

Seven Phases, Entered Wherever the Work Is

This is not a staircase. Real work starts mid-stream, loops back, and skips ahead. The phases name the thinking, not a fixed sequence.

01
Ideation
Mine your experience for problems worth solving, then pressure test them with AI.
02
Formulation
Shape the idea into a business case with outcomes, constraints, and value.
03
Design
Define the experience, the data, and the guardrails before anything gets built.
04
Build and Execute
Direct a virtual AI team to produce work at pace while you hold the standard.
05
Test
Validate against real conditions, not demo conditions.
06
Deploy
Release deliberately, protect the core, and stay reversible.
07
Adoption
Earn usage through communication, trust, and visible value to real people.
The loop
Measure, Learn, Refine
The phases are not a staircase. Enter where the work is, loop back whenever evidence changes, and keep moving.

Move fast at the edges. Protect the core.

Experiment where failure is cheap and reversible. Guard the systems, data, and relationships the business depends on.

Data is king.

Model quality follows data quality. Ownership, accuracy, and access decide what AI can responsibly do for you.

Cross-cutting disciplines

These disciplines apply from the first idea through full adoption. They are what separate a heavy AI user from a Vibe Executive.

Guardrails
Define the lines AI does not cross before the work starts.
Human Judgment
The decision, the standard, and the accountability stay with you.
Mental Real Estate
Protect attention for the thinking only a human can do.
Prompts as Assets
Treat working prompts as reusable intellectual property.
Source of Truth
One authoritative place for facts, decisions, and context.
Virtual AI Team
Standing roles with clear briefs instead of ad hoc requests.
Human Intervention
Know the checkpoints where a person must step in.
Communication
Translate technical progress into language stakeholders trust.
Credibility and Trust
Never ship something you cannot personally defend.
ROI and Measurement
Tie every effort to value someone will recognize.
Agent Governance
Scope, monitor, and review anything acting on your behalf.
Data and Core Protection
The core systems and sensitive data stay guarded.
Curiosity
Keep asking better questions than the model can generate.
Speed to Pivot
Change direction quickly when evidence says to.
When Not to Use AI
Some work belongs to people. Name it in advance.

The Vibe Executive Move