Aline Souza

Ideas

Frameworks, research and perspectives.

Editorial thinking on AI, governance, leadership and human-centred transformation.

Governance

Governance is not a document

Why AI governance fails when it lives in a policy and never reaches the operating model.

Leadership

The leadership gap in AI

Technology moves faster than the decisions that should shape it — and that is the real risk.

Trust

Trust as infrastructure

Trust is not a message. It is a system of accountability people can rely on.

Strategy

From pilot to value

Most AI pilots prove the technology. Few prove the business. Here is the difference.

Human-Centered AI

People are part of the architecture

Adoption and judgement are not soft concerns — they are part of the system.

Data

Data maturity before AI maturity

You cannot build trustworthy AI on a foundation of untrustworthy data.

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