
What happened
Deliverance AI founder and CEO Mick McNeil told theCUBE's Dave Vellante that its control plane watches agent activity, enforces policies and offers audit trails and a kill switch, deploying full-stack with HPE into customer data centers.
Why it matters
For government, defense, pharma and financial services buyers, the governed layer — not model choice — is what carries business continuity, and subscription customers can fall back to open-source models if a frontier model is restricted.
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Deliverance AI's pitch rests on a distinction its founder draws sharply: the value and criticality for business continuity does not sit with the model choice, it sits with the layer that governs the models. That layer, in Deliverance's case, is a control plane that observes agent activity, enforces policies and provides audit trails and a kill switch — controls aimed at protecting sensitive data as agents execute enterprise workflows.
The deployment model follows from that. Deliverance partners with HPE to deploy a full-stack capability spanning storage, network, GPUs and software directly into the customer's data center, and McNeil argues customers can only claim full control over actions and telemetry once they own the boundary around the agentic system. Requirements differ across government, defense, pharmaceutical and financial services organizations, with some needing air-gapped deployments and others accepting selected external connections depending on their operating context and risk tolerance.
A customer-controlled boundary still leaves the question of dependencies outside it. Deliverance's routing technology supports frontier and open-source models, and its subscription bundles the operating system and control plane with the ability to deploy any model. Model routing also serves cost management by matching capabilities and expenses to workloads, and Deliverance says it assesses where agents can improve business performance, distinguishing productivity gains from measurable financial outcomes.
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