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$20

Running AI as a P&L: The Value Realization Framework

The flagship leadership course: turn AI ambition into measured, risk-adjusted value. Learn the Value Realization Framework (VRF) the way operators use it — fingerprint AI maturity, run AI as a P&L that nets the downside (the drag most business cases ignore), and make defensible fund/kill/sequence/de-risk calls. Taught through three running cases — a sales copilot, an AI marketing engine, and an AI finance tool — where the project that looks best on paper turns out worst once you price its drag. For leaders, function heads, PMs, and transformation & AI leads. You leave with a shareable AI Value Brief you can run on your own portfolio.

"We stopped guessing at AI ROI: we fingerprint maturity, run every initiative as a risk-adjusted P&L that nets the drag, and fund the AI that actually pays — with a value brief the board trusts"

6 Interactive Sessions

Short, interactive sessions — watch it work, steer it, then build it yourself. Go deeper anytime with the full code walkthrough.

  1. 1

    Fingerprint — you can't run AI value you can't measure

    Before you fund a single AI project, measure where the organization actually stands — its readiness to create value, and its exposure to losing it.

  2. 2

    Aim — tie AI to money, across three horizons

    Every AI initiative should trace to a financial outcome on a timeline — top-line, productivity, or margin — or you can't tell whether it's working.

  3. 3

    The AI P&L — subtract the downside, and the ranking flips

    Run every AI initiative as a P&L that nets the drag — the error, liability, and stranded spend most business cases ignore — and the project that looked best on paper can turn out worst.

  4. 4

    Architect — fund on value AND exposure, and lift the whole book

    Prioritize AI initiatives on two axes, not one — the value they create and the exposure they carry — and remember that raising maturity makes projects worth more, so investing in controls is a value move.

  5. 5

    Activate & Account — sequence it, instrument it, make the call

    Turn the analysis into a decision and a running instrument: a phased roadmap, measured value, and a quarterly re-fingerprint whose delta proves the program is working.

  6. 6

    Capstone — your AI Value Brief

    Assemble the whole framework into one artifact a leader can take to the board — and run it on your own AI portfolio.

Production patterns you'll master

Value Realization FrameworkRisk-Adjusted AI P&LAI Maturity FingerprintingNet-the-DragValue × Exposure PortfolioFund / Kill / Sequence / De-risk

Synthetic data included

  • AI Maturity Fingerprint (Readiness / Exposure)
  • Risk-adjusted AI P&L model
  • Three worked case P&Ls: sales · marketing · finance
  • AI Value Brief template

What you walk away with

Shareable portfolio

A public URL showing your module timeline, patterns mastered, and completion status.

All the code

Download everything as a ZIP — pipelines, guardrails, deployment configs. Yours forever.

Module walkthrough

Each module documented with deliverables and the production pattern you implemented.

Ready to build your running ai as a p&l: the value realization framework?

First course free. $20 per course after that.