Marble Cognition

Marble learns how work actually gets done inside a company, then deploys Marble Coworkers: AI agents that take that work over.

Coding agents can now build almost any software, and they are improving at exponential speed. Software is becoming a commodity, and so is building AI agents. What is truly valuable is knowing precisely what to automate.

This is difficult, because every company runs on processes nobody has written down. McKinsey estimates that today’s technology could, in theory, automate about 57% of US work hours. Yet in almost every company Marble works with, around 90% of core processes live only in inboxes, spreadsheets and the heads of the people doing them. That, not the technology, is the biggest blocker to AI transformation. What is missing is an exact picture of how the work is done.

Marble builds that picture. It observes how teams work, turning every process into a structured map that AI can read like code. It then builds Marble Coworkers that run the process end to end in the tools teams already use, with humans in the loop where judgement matters. Traditional automation bends a standard product to fit a company's processes. Marble productises the understanding of the process itself.

Everything Marble captures is anonymised before any person or AI model sees it, even in the customer's own cloud. Marble's desktop app records the screen, clicks and keystrokes in the business apps people use at work, never private apps, private tabs or anything outside working hours. Employees can pause it at any time and data is only analysed in aggregate, not based on individuals.