IBM announced self-hosted deployment for IBM Bob on October 1, 2026, giving enterprises a way to use AI-powered software development within infrastructure they control, rather than moving sensitive code, data or workflows to external services.
The deployment option supports on-premises, private-cloud, sovereign-cloud and air-gapped environments. IBM said it is designed for organisations that need greater control over data residency, security policies, AI governance and software development workflows.
Bob is IBM’s agentic software development platform, with capabilities that extend beyond code generation to software delivery and modernisation. The self-hosted option brings those capabilities into customer-managed environments where source code, application context and data already reside.
Control over code and models
Organisations handling sensitive source code, regulated data or mission-critical infrastructure can face security and compliance requirements that restrict their use of public AI platforms. For these enterprises, adopting AI can require control over where systems run, which data they can access and how they are governed.
With the new deployment option, enterprises can run supported models they have licensed on premises, including in air-gapped environments. They can also connect Bob to supported external model services through hybrid configurations.
The future of enterprise AI will depend on security, governance and sovereignty
, said Neel Sundaresan, GM of AI and Automation, IBM. Organizations need AI that operates inside environments they have control over, especially when working with sensitive code and regulated data. Bob’s self-hosted deployment provides a way for enterprises to bring agentic AI directly to those environments so they can benefit from the technology while maintaining security, compliance, and operational control.
Data residency challenges
IBM’s Institute for Business Value reported in The Calculus of AI Sovereignty, published in June 2026, that 68% of surveyed executives say meeting data residency and sovereignty requirements across geographies is challenging.
Separately, a Futurum Research report projects that hybrid and edge deployments will capture 44% of the AI infrastructure market by 2030, as organisations seek sovereign control alongside ecosystem connectivity. The report projects that public cloud share will decline to 46% in the same timeframe.
IBM said Bob’s deployment flexibility can help enterprises address residency requirements by bringing AI to their data rather than moving data for AI processing. It also supports software development and modernisation across enterprise environments where applications and data are distributed between on-premises systems, private clouds and other controlled infrastructure.