Marble Cognition Raises $3.75M to Teach AI Agents by Watching Human Work

Marble Cognition, a startup aiming to help enterprises deploy AI agents effectively, has raised $3.75 million in pre-seed funding. The company emerged from stealth today, backed by investors including XYZ Ventures and Acme Capital, to tackle a growing problem: while AI agents are becoming commoditized, most organizations lack the expertise to integrate them into real workflows. Marble Cognition's platform uses observational learning, where AI agents watch and learn from human employees' digital activities, then automate repetitive tasks. This approach reduces the need for manual programming and accelerates adoption. The funding will be used to expand the engineering team and refine the product for early customers in finance and healthcare. With the enterprise AI agent market projected to reach $47 billion by 2030, Marble Cognition's timing could give it a first-mover advantage in a crowded field. The real test will be whether its learning-by-watching model can scale across complex, regulated industries.