CoreStack Introduces TokenOps for AI Governance

BELLEVUE, Wash., November 12, 2026 /CourierPR/ -- CoreStack, a company that provides an agentic governance OS for cloud, SaaS, and AI systems, today announced the general availability of TokenOps, a new product offering that extends its FinOps+ product to govern AI alongside cloud. The announcement highlights the growing need for enterprises to manage and control their AI investments, which have become increasingly complex and fragmented as new models and autonomous agents have emerged.

The TokenOps product is designed to help enterprises manage their AI investments more effectively. It tracks AI usage and cost down to the model, agent, and user level, enabling enterprises to discover what is running across their AI estate, control which models and services teams can use, attribute spend to the business units that drive it, and prove which investments deliver value. TokenOps runs under the same attribution model, policy library, and evidence trail that underpins cloud governance and the rest of CoreStack's platform.

AI is moving faster than the controls around it. New models arrive every month, and autonomous agents now carry out tasks across business applications with less human oversight. According to a McKinsey report, 62% of organizations are experimenting with agents, and 23% are already scaling them in at least one business function. Governance has not kept pace with this rapid adoption, with IBM finding that 77% of organizations say AI adoption is outpacing their governance capabilities.

Responsibility for AI governance is also split. FinOps teams track what AI costs, while security teams track what it can access. Fragmented governance across increasingly powerful models and autonomous agents represents material risk. CoreStack's TokenOps product aims to address this issue by bringing AI under the same governance model that enterprises already use for their cloud estate. Finance, security, engineering, and compliance teams get a single source of truth and one control plane to govern AI together, instead of in silos.

TokenOps capabilities cover five key pillars: Discover, Attribute, Control, Audit, and Prove Value. Discover tracks AI usage and cost down to the model, agent, and user level, including Foundry Agents and more than a dozen AI tools. Attribute reconciles spend to the AWS and Azure bills and resolves it to the appropriate model, agent, and user, with chargeback, budgets, and anomaly detection built in. Control enforces model allow-lists and access permissions at the point of consumption, with PII, toxicity, and bias controls running through the AWS and Azure gateways. Audit provides prompt and agent analytics, built on OpenTelemetry, to show which prompts and agent runs drive cost and give security and compliance teams an auditable record of AI use. Prove Value measures cost per user, session, or pull request to show which AI investments are paying off.

CoreStack is a FinOps Certified Platform and governs more than $125 million in annual AI spend for enterprises across highly regulated industries, including financial services, healthcare, technology, and the public sector.

CoreStack is a Microsoft Azure (Legacy) Gold Partner, Amazon AWS Technology Partner with Cloud Operations Competency, Oracle Cloud Build Partner, and Google Cloud Build Partner.