Ai use case portfolio

AI use case portfolio and roadmap

Raquel Rebelo de Mira

Raquel Rebelo de Mira

Founder, Circoolar | Sustainable innovation & AI | Ex-Philips, PMI, Canon, AkZoN

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Many organisations are under pressure to adopt AI, but generating ideas is rarely the main difficulty. The real challenge is deciding which opportunities are worth pursuing, which are technically and organisationally feasible, and where to begin.

This focused advisory sprint helps leadership teams move from a broad collection of AI ideas to a prioritised portfolio and practical implementation roadmap.

We begin by exploring your strategic priorities, operational challenges and existing digital capabilities. I then work with relevant business and functional stakeholders to identify potential AI and automation applications across areas such as operations, product development, R&D, procurement, customer service and corporate functions.

Each opportunity is assessed against clear criteria, including potential business value, feasibility, data availability, implementation effort, organisational readiness and risk. The objective is to distinguish attractive concepts from use cases that can deliver meaningful results in practice.

The engagement can include:

• leadership and stakeholder discovery sessions
• identification and structuring of AI and automation use cases
• assessment of value, feasibility, data needs and implementation dependencies
• prioritisation of quick wins and longer-term opportunities
• recommendations for pilots or proof-of-concept initiatives
• development of a sequenced implementation roadmap
• definition of ownership, governance and measures of success

You will receive a concise decision-ready portfolio of opportunities, supported by prioritisation criteria and clear recommendations on what to test, what to prepare and what to postpone.

This service is suited to organisations that want to use AI purposefully, without committing prematurely to a technology platform or launching disconnected pilots.

What the client receives

  • AI opportunity portfolio

  • Value and feasibility assessment

  • Prioritisation matrix

  • Recommended pilot candidates

  • Implementation dependencies and risks

  • Phased roadmap with proposed ownership

  • Executive summary for leadership alignment

Audience

Heads of Strategy, Transformation, Innovation, Digital, AI, Operations, R&D, Product and Procurement in mid-sized and larger organisations.

Contact

Identify & prioritise the AI opportunities with the strongest business value and a realistic path to implementation

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