The definition gap
There is no shared answer to "is this agent accountable?" Every enterprise, auditor, and vendor improvises its own bar, so no two bars are comparable.
An open framework from Gravitee
AI agents are joining the workforce. Hold them accountable.
The Agent Accountability Framework defines what it means for an AI agent to be accountable. Five principles, testable, and free for anyone to use. Gravitee wrote it and Gravitee funds it, because agents cannot deliver on their promise until the organizations running them can answer for what they do.
A workforce no one can hold to account
Organizations already know how to make delegated authority to their employees safe. Identity, a job description, scoped access, supervision, and consequences. AI agents are joining the workforce without any of it, and the instruments that exist each cover only part of the problem.
The missing middle
Governance frameworks cover programs. Technical standards cover protocols. Nothing defines what must be true of the individual agent holding real authority in production.
Partial coverage
Governance that covers the easy agents is not governance. Risk concentrates in the agents nobody registered.
Five principles. Five questions every agent must answer.
Organizations already know how to govern autonomous actors, because employees are autonomous actors. Agent Accountability translates the structures that make a human workforce accountable into five principles for a digital one, ordered the way you would onboard an employee. Each one is a question you should be able to answer for every agent you run.
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Role
“What are you here to do?”
"A documented purpose with explicit boundaries and measurable success criteria. The agent's job description.
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Authority
“What can you see, and what can you do?”
Enumerated, role-derived, time-bounded, and revocable in real time.
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Oversight
“What can you see, and what can you do?”
Every action recorded with its full delegation chain. Deviations surface in real time. Irreversible actions are evaluated before they run.
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Recourse
"What happens if it goes wrong?"
Stopped in seconds, rolled back or contained, reinstated by decision, retired completely.
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Identity
“Who are you?”
A unique, verifiable identity, registered before first action, with an accountable human sponsor at all times.
Written by Gravitee. Given to the community.
The Agent Accountability Framework is authored and sponsored by Gravitee and published as an open, vendor-neutral specification. It names no vendor, no product, and no architecture, including ours. It will be released under an open license (CC BY 4.0 intended), free to read, adopt, adapt and build on, whatever you build with and whoever you buy from.
We build the platform enterprises use to run agents in production, so we see the gap every day. Agents will only be trusted with work that matters when the organizations running them can prove who did what and why. That is a shared problem, and the answer is worth more to everyone if it belongs to everyone. So we wrote it down, and we are opening it up to everyone.
Human and agent workforces have to work as one. Accountability is what makes that possible.
Use it today. Tell us where it breaks.
The framework is free to use before it is finished. Run the five questions against your own agents and tell us what you find.
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\n Read the Concept Paper.
\nFive principles and the case for the category. Free, no form.\n
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\n Ask the five questions of your own agents.
\nCan you name every agent, its sponsor, its role, its authority, and your kill path? Where the answers fail is where accountability starts.\n
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\n Tell us what is missing.
\nWhere the employment analogy breaks, and where the bar should sit. Contributors are acknowledged by name.\n
\nHelp define what accountability means for the agentic era.
Read the paper, challenge the principles, and put them to work on your own agents. It is free, and it always will be.
The Agent Accountability Framework is authored and sponsored by Gravitee. To be published under an open license (CC BY 4.0 intended).
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\r\n\r\n\r\n\r\n\r\n Gravitee Publishes Agent Accountability, an Open Framework for Governing AI Agents
\r\n\r\nThe Agent Accountability framework applies the same standards of identity, authority, and oversight organizations already require of employees to the AI agents now acting inside enterprise systems
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\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n \r\n\r\n\r\n DENVER, Aug. 06, 2026 (GLOBE NEWSWIRE) -- As enterprises race to deploy AI agents, Gravitee, a leading AI Agent Management company, today published Agent Accountability, an open framework designed to help organizations establish identity, authority and oversight for AI agents operating in production.
More than 7 million AI agents are already operating inside major enterprises, more than double the number just six months ago, according to Gravitee's own research data. Yet only about 11% of enterprises run agents in production today. Industry analysts have pointed to accountability, not raw capability, as one of the central barriers standing in the way of the rest: unlike human employees, agents typically have no verified identity, no defined authority, and no consistent record of what they did or why.
Agent Accountability addresses that gap directly. The framework defines five principles: Identity, Role, Authority, Oversight, and Recourse. Together, these principles mirror the way organizations manage new employees: assign a role and responsibilities, grant access, and maintain accountability. Each principle is broken into specific, assessable controls, so an organization can verify conformance for every agent it runs in production rather than treating governance as a one-time policy statement.
\"You wouldn't let a person act inside your company without a mechanism for accountability in place,\" said Rory Blundell, CEO of Gravitee. \"We think the same should be said of the millions of live agents. Every organization running agents in production is already asking this question. We wanted to give them a real answer.\"
The framework is being released under a Creative Commons license, free for any organization to read, adopt, or build on. Future plans are to publish further guidance mapping Agent Accountability's principles to existing and developing standards, protocols, and patterns for achieving its proposed controls.
\"An agent acting through an API or a tool call needs the same accountability as a person acting through a login,\" said Linus Hakansson, Chief Product and Technology Officer at Gravitee. \"We built this to be useful regardless of what stack an organization is running, because the problem doesn't go away depending on who's providing the model or the infrastructure.\"
Today's publication lays out the framework's five principles as a concept paper, open for public and industry input. Gravitee is inviting practitioners, standards bodies, and enterprise security and platform teams to help define the specific controls that will carry it toward a 1.0 release. Feedback can be submitted at www.gravitee.io/agent-accountability.
About Gravitee
Gravitee is an AI Agent Management company that helps enterprises manage, secure, and govern AI agents, APIs, and event streams. Its Gamma platform spans Agent Management, API Management, Event Management, Authorization Management, and Identity & Access Management, giving organizations the visibility, control, and governance infrastructure they need to operate confidently in an agentic world.
For more information, visit gravitee.io.
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