Heurist is a decentralized compute and AI-as-a-Service platform that aggregates GPU and data center resources to deliver serverless AI services and scalable infrastructure for Web3 applications. It supports AI workloads, fine-tuned models, and on-chain/off-chain agents, while enabling researchers to manage and analyze structured datasets with tools for visualization, collaboration, and integration. The platform features dynamic resource scaling, token-driven governance, and incentive mechanisms to optimize utilization and maintain economic stability.