Behaviour change, not just blocking

The business wants agents yesterday. Security wants them locked down. As head of AI, you're the one asked to say yes safely.

Most organisations answer with a switch: allowed or blocked. That switch is failing. Roughly half (49%) of respondents whose organisation uses agentic AI say their governance framework has not yet been updated to include agentic AI requirements and risks. [1]

"Enterprises are treating AI agent governance as binary, either locked down or fully trusted, and that is the root cause of failure."

Shiva Varma, Senior Director Analyst, Gartner [2]

Why the switch fails

Block too much and people route around you, often with tools you can't see. Allow too much and agents act at a pace no reviewer can follow. Gartner's own warning: "When agents operate autonomously, actions are executed at a scale and speed that can outpace human oversight." [2]

Gartner recommends matching governance to how much autonomy an agent has, from agents that only observe, through agents that advise or act with approval, to agents that act on their own within set limits. [2] The principle is simple: controls should scale with risk, not sit at one setting for everything.

Observe, prompt, enforce

1. Observe. Start by seeing what agents actually do, under whose name, with nothing interrupted. You can't govern a baseline you've guessed.
2. Prompt. When an action drifts from policy, prompt the person in the moment. Most risk falls away without a block, and people learn the policy by using it.
3. Enforce. Where the risk demands it, switch on enforcement by policy. Hard controls go only where they earn their cost.

Human review still matters, but only if it's real. As Gartner puts it: "At this level, human review is effective only if it remains a meaningful control." [2] Prompting in the moment keeps people in the loop without turning them into rubber stamps.

The result: you can say yes to AI faster, without giving up control.

Where MeshLogic fits

MeshLogic is built for behaviour change, not just blocking: observe, prompt, enforce. It installs with the device tools you already use, starts by watching only, and switches on enforcement when you're ready. Every outcome is sealed into evidence anyone can verify without trusting us.

MeshLogic is SOC 2 Type 2 across all five trust services criteria, AWS Qualified Software and live on AWS Marketplace.