Playbook
AI Value Engineering
The discipline of converting AI pilots into governed production outcomes measured in Cost of Work.
AI investment is legible to boards; AI outcomes are not.
Engineer value; do not hope for it.
Playbooks
Reusable ways of working.
How AI moves from a promising demo to work you can actually run — named, so we can talk about it.
Playbook
Cost of Work
The unit economics of governed AI: cost per outcome, versus baseline, at governed quality.
Tokens and seats are illegible to the CFO signing the check.
Outcomes before tokens.
Playbook
Input → Consumption → Work → Outcome → Value
The five-stage translation chain from raw AI spend to enterprise value creation.
Programs measure the first two stages and assume the last three.
Consumption is not work. Work is not value.
Playbook
Pilot-to-Production Gap
The last-mile chasm between an approved pilot and a governed workflow in the operating model.
Investment stalls where the operating model has not been encoded.
The pilot-to-production gap is an operating model gap.
Playbook
Governed Reasoning Gap
The distance between what a model can infer and what a policy will let it act on.
Autonomy expands ahead of the governance layer that authorizes it.
Reasoning without governance is opinion.
Playbook
Earned Autonomy
A ratcheting model where agent authority expands only as governed behavior is proven.
Enterprises grant autonomy at launch, then withdraw it after incident.
Autonomy is earned by evidence, not granted by intent.
Playbook
AI Readiness Diagnostic
An executable instrument that names your position on the Pilot-to-Production Gap.
Leadership teams lack an honest, shared baseline before allocating.
Where is your program on the gap?
Playbook
Leverage Ladder
A staged progression of AI leverage from artifact assistance to autonomous governed work.
Programs jump rungs and land in incidents.
Skip a rung and you fall.
Playbook
PRISM Series
A running research program on the operating architecture of governed enterprise AI.
The literature confuses model capability with enterprise capability.
Refract the program before you scale it.
Playbook
Governed Decision Workflow
The reference pattern for embedding an AI-assisted decision into an enterprise system of record with policy and accountability.
AI outputs arrive as artifacts; decisions arrive without owners.
Every AI decision has a named owner or it did not happen.
Don't scale the pilot until the workflow, the guardrails, and the person on the hook are all clear.
AI Readiness Check
Take the check. Get one straight answer.
AI Readiness Check
Where is your program on the pilot-to-production gap?
Seven questions. Answer honestly and get back where you stand, what's still open, and the one thing to do next. No sign-in.