{"version":1,"type":"story","url":"https://digestai.news/story/marble-cognition-raises-3-75m-pre-seed-to-build-ai-coworkers-from-obse","json":"https://digestai.news/story/marble-cognition-raises-3-75m-pre-seed-to-build-ai-coworkers-from-obse.json","markdown":"https://digestai.news/story/marble-cognition-raises-3-75m-pre-seed-to-build-ai-coworkers-from-obse.md","slug":"marble-cognition-raises-3-75m-pre-seed-to-build-ai-coworkers-from-obse","headline":"Marble Cognition raises $3.75M pre-seed to build AI coworkers from observed workflows","summary":"Marble Cognition, a Munich-based startup, has secured $3.75 million in pre-seed funding to develop AI agents that learn by observing real-world office workflows. The round was co-led by Heartcore and Seedcamp, with participation from angel investors including a Datadog board member, a Personio founder, and executives from McKinsey, Mistral AI, and Lovable. The company plans to use the funds to scale inference capabilities, expand its engineering team, and launch in the United States.\n\nMarble’s approach focuses on capturing how employees perform tasks across applications, translating those observations into structured process maps, and deploying AI coworkers to execute workflows within existing tools. The startup claims this method bridges the gap between understanding workflows and automating them, addressing a key challenge: most companies lack formal documentation of their operational procedures. Early results from a financial-services deployment show a 90% reduction in handling time per case and a 50% increase in case volume without additional hires. However, these figures are company-reported and specific to one deployment, not a general benchmark.\n\nMarble emphasizes privacy controls, such as excluding private applications and anonymizing captured data, to address concerns about observing employee activity. The company’s desktop application records screens, clicks, and keystrokes within business tools, but employees can pause recording, and analysis is performed anonymously. The startup’s goal is to enable AI agents to handle repetitive, tool-heavy administrative tasks while preserving human judgment for exceptions.","keyPoints":["Marble Cognition raises $3.75M pre-seed with Heartcore, Seedcamp, and angel investors from McKinsey, Mistral AI, and others","AI coworkers learn workflows by observing employee actions across business tools, then automate them end-to-end","Financial-services deployment cut handling time by 90% and increased case volume by 50% in first month"],"whyItMatters":"Marble’s approach tackles a critical bottleneck in enterprise AI: translating informal, tool-heavy workflows into actionable automation. If successful, it could reduce repetitive administrative work while preserving human oversight for exceptions, benefiting companies with complex, undocumented processes.","category":{"slug":"enterprise","name":"Enterprise & Industry","url":"https://digestai.news/category/enterprise"},"entities":{"companies":["Marble Cognition","Heartcore","Seedcamp","Datadog","Personio","McKinsey"],"models":[],"people":["Felix Rösner","Christophe Schmit"]},"firstPublishedAt":"2026-11-02T09:00:00Z","updatedAt":"2026-11-02T09:00:00Z","sourceCount":1,"hasPrimarySource":false,"sources":[{"outlet":"Unite.AI","title":"Marble Cognition Raises $3.75M Pre-Seed to Build AI Coworkers That Learn by Observing","url":"https://unite.ai/marble-cognition-raises-3-75m-pre-seed-ai-coworkers","publishedAt":"2026-11-02T09:00:00Z","type":"press","primary":false,"lead":true}],"sourceNotes":null,"discussions":[],"thread":null,"cite":{"text":"Digest AI, \"Marble Cognition raises $3.75M pre-seed to build AI coworkers from observed workflows\", 2 November 2026, https://digestai.news/story/marble-cognition-raises-3-75m-pre-seed-to-build-ai-coworkers-from-obse","publisher":"Digest AI","title":"Marble Cognition raises $3.75M pre-seed to build AI coworkers from observed workflows","datePublished":"2026-11-02T09:00:00Z","url":"https://digestai.news/story/marble-cognition-raises-3-75m-pre-seed-to-build-ai-coworkers-from-obse"},"generatedBy":"Written by Digest AI's editorial model from the linked sources; the sources are the record.","license":"Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse"}