AI Agents

Task-specific agents wired into your real systems and data — scoped narrowly enough that you can trust what they're allowed to do, and monitored closely enough that nobody is surprised by what they did. Not a general-purpose assistant with broad access "just in case".

Where this fits

Agents earn their place on well-defined, repeatable tasks with a clear success criterion: triaging inbound requests, drafting a specific document type, monitoring a system and acting on defined conditions. The narrower the scope, the more useful and the more trustworthy the agent.

How Marula builds it

Each agent is built with explicit boundaries on what it can access and what it can do, tested against real scenarios before it goes near production data, and shipped with the logging and oversight needed to know what it did and why.