Decentralized AI Moves From Token Incentives to Confidential, Persistent Paid Endpoints

Akash’s confidential-compute and managed AkashML directions, Ocean’s persistent OpenAI-compatible endpoints and reported revenue-generating Bittensor subnets broaden decentralized AI beyond cheap GPU pricing. Recent AI+DePIN analysis supports the shift toward verification and paid usage, but adoption, retention, customer concentration and supplier economics remain uneven.