VoltAgent provides developers with a powerful TypeScript framework for orchestrating AI agents, but deploying and scaling it in an enterprise environment often requires significant DevOps effort. On Shakudo, VoltAgent runs as part of a managed AI operating system where authentication, data integrations, and infrastructure automation are handled out-of-the-box.

Without Shakudo, teams spend weeks wiring VoltAgent to data sources, configuring storage, and aligning it with other AI frameworks. With Shakudo, these steps disappear—the operating system automatically connects VoltAgent to the same unified data environment as other tools, allowing immediate agent experimentation and faster iteration cycles with enterprise-grade reliability.

The real shift is in outcomes: engineering bottlenecks are eliminated, agents built with VoltAgent reach production in weeks instead of years, and swapping in new models or tools is effortless. This agility ensures VoltAgent's flexibility is fully realized, while organizations can focus entirely on agent logic instead of infrastructure complexity.