An Intellyx Brain Candy Brief
Vijil’s governance platform discovers, tests and assesses risk, value, and compliance standing for an enterprise fleet of AI agents.
We’ve been led to believe that our agent co-workers can be managed similarly to how human employees are managed within the organization, but that model always fails at scale and leads to unintended consequences once agents start to proliferate throughout an enterprise.
For instance, one agent may create another agent that does a quick workload to poll other agents or a human, then disappears. Or, another agent may listen to an event data stream 24×7 and only respond if a trigger condition is met. An agent’s non-deterministic behavior may be considered too risky to execute financial trades or make a healthcare recommendation, but if they are grounded on empirical data sources and given guardrails, the same agent could support financial analysis or diagnosis jobs with high accuracy and lower risk.
The Vijil platform seeks to add predictability to the agent onboarding process by acting as a test and governance harness for incoming agents, even estimating a “Time to Trust” for proving the value of new agents based on the org’s policy goals. In some cases, a deterministic workflow automation may be more efficient and less risky for the task at hand than an agent, or a human needs to be engaged rather than simply “kept in the loop.”
Armed with this information, organizations can deliver on compliance and risk management goals as well as providing closed-loop feedback into defining policy for future agent iterations, remediation processes, and supported workflows.
Hot take: The platform dashboard almost looks like an “Agile Kanban for agents” board that shows the progression of agents toward trustability in the enterprise, from their initial discovery and registration, through testing and protection phases that establish guardrails, toward adaptation and acceptance as safe and predictable agentic assets.
Cool take: Many companies have ingrained beliefs that agents should be governed at the identity / permissions layer like employees, instead of by measurement and validation of trust-worthy behavior of the agents themselves in the enterprise environment.
Copyright ©2026 Intellyx B.V. Intellyx is the change agent analyst firm focused on customer-driven, technology-empowered enterprise transformation. Our thought leadership distills insights across the rapidly evolving enterprise IT landscape, and our advisory helps you and your customers see through the hype and get beyond the fear of technology disruption to take action and realize value through change. At the time of writing, Vijil is not an Intellyx customer. No AI was used to write this article. To be considered for a Brain Candy article, email us at pr@intellyx.com.
