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M. Kowalski

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Review Open access Jul 2026

Orchestrating AI-based circular business models through platform ecosystems: Review, framework, and future directions.

The findings show that AI-CBM transitions unfold through recursive cycles of experimentation, validation, and recalibration, as developments in one dimension expose misalignments in data maturity, governance arrangements, and ecosystem coordination.

M. Kowalski · 0 citations