Organizational challenges
Research projects require scalable GPU and compute resources at short notice
Universities and research consortia often work with heterogeneous and decentralized IT structures
Project durations and funding logics require flexible usage and billing models
Proprietary platforms make long-term data control and exit strategies more difficult

