How to Build an AI Initiative Portfolio: The 6-Attribute Record and Composition by Maturity Stage
By Pedro Sonda, dooop
To build an AI initiative portfolio, record each initiative with six attributes (strategic theme, investment nature, stage, owner, indicator, and next decision date), compose the set according to the company’s maturity stage, and review it in a fixed ritual. Companies in early stages should focus their portfolio on fundamentals and efficiency, which generate faster learning and returns; more mature companies can allocate more space to growth and differentiation. The right portfolio is the one the company can execute well, not the most ambitious.
Updated October 2026.
What the Data Shows About Composition
| Data | Source |
|---|---|
| High-performing AI companies pursue growth and innovation, not just efficiency | McKinsey, 2026 |
| Leading companies report double the revenue increase and 40% greater cost reductions; about 70% of potential value lies in core functions | BCG, 2025 |
| In low-maturity organizations, identifying suitable use cases is the most cited obstacle (37%) | Gartner, 2025 |
| CEOs expect positive returns by 2027 from both efficiency initiatives (85%) and growth initiatives (77%) | IBM, 2025 |
Interpretation: Portfolios that generate more value combine efficiency and growth and focus on core functions. However, less mature companies are still learning to identify cases, which calls for a simpler portfolio initially.
dooop Framework: The 6-Attribute Record
| Attribute | Question | Generic Example |
|---|---|---|
| 1. Strategic Theme | What business theme does it serve? | Commercial proposals |
| 2. Nature | Efficiency, growth, defense, or learning option? | Growth |
| 3. Stage | Idea, test, pilot, operation, scale, or closed? | Pilot |
| 4. Owner | Who is responsible for the result? | Commercial manager |
| 5. Indicator | What result does it measure, with what baseline? | Proposal deadline: 10 days |
| 6. Next Decision | When and what will be decided? | Review in 60 days: scale or adjust |
An initiative without all six attributes does not enter the portfolio. Investment natures are detailed in AI, Capital, and Strategy: What Leadership Needs to Connect.
dooop Framework: Composition by Maturity Stage
| Company Stage | Indicative Composition | Why |
|---|---|---|
| Early | Predominance of fundamentals (rules, literacy, data from priority cases) and few efficiency initiatives | Generate learning and confidence with low risk |
| Structured Experimentation | Efficiency in core functions, first growth initiatives, few learning options | Prove value in important processes |
| Scale | Balance between scaled efficiency and growth; room for differentiation | Expand results and begin creating advantage |
| Integration | More space for growth and differentiation; efficiency as routine | AI as part of the value proposition |
These compositions are qualitative guidelines, not fixed percentages. To identify the stage, see What Is Maturity in Artificial Intelligence?. For parity, efficiency, and differentiation horizons, see AI as a Productivity Tool or Competitive Advantage?.
How Many Initiatives?
The limit is execution capacity: people with time, prepared data, technical support, and leadership attention. A good test is to verify if each initiative has an owner with real time for it and if the executive team can follow all in the quarterly review. For continuous management of the opportunity portfolio, with capacity limits and balance, see How to Create a Prioritized AI Opportunity Portfolio.
What to Do Now
- Record current initiatives with the six attributes.
- Compare the composition with the company’s maturity stage.
- Adjust: cut, pause, or add initiatives so the portfolio fits real capacity.
To build the AI portfolio from strategy, learn about dooop’s consulting.
Frequently Asked Questions
Are an initiative portfolio and a use case inventory the same? No. The inventory records all uses and ideas; the portfolio contains only initiatives chosen to receive investment and monitoring.
Do individual productivity uses enter the portfolio? Generally, no. They are governed by the usage policy. They enter the portfolio when they become an initiative with an owner, indicator, and investment.
Also Read
- How to Avoid AI Strategy Becoming a Project List
- How to Choose Between Experimenting, Scaling, or Abandoning an AI Initiative
About dooop
dooop is a consultancy based in Caxias do Sul (RS) that prepares leaders and organizations to transform artificial intelligence into business capability through strategy, governance, and training.