How Interloom's $16.5M Bet Is Powering Persistent Memory for Enterprise AI Agents

Interloom, an enterprise operations platform purpose-built to capture expert knowledge and transform it into a persistent memory layer for AI agents, has successfully closed a $16.5 million seed funding round. The raise was led by DN Capital, with additional participation from Bek Ventures and continuing support from existing backer Air Street Capital.

The company targets one of the most persistent friction points in enterprise AI deployment: the absence of operational context. AI agents may excel at processing structured data, yet the nuanced, experiential knowledge that governs how work is actually executed rarely makes it into any documentation. Interloom's platform bridges this gap by capturing institutional knowledge directly from live workflows, making accumulated resolutions and decision history accessible to both human employees and AI systems when tackling new, complex cases.

Fabian Jakobi, founder and CEO of Interloom, underscored the fundamental challenge facing organizations deploying AI in operational roles: without grounding in company-specific context, agents are constrained in their capacity to deliver accurate outcomes or drive meaningful automation at scale.

We ground their decisions in successful resolutions from the past, ensuring their work is guided by real operational experience and governed through expert oversight, creating a memory that stays with the company.

Jakobi added.

At the technical core of Interloom's offering is a continuously evolving "context graph" — a dynamic, structured repository that logs decisions, workflows, and outcomes derived from real operational activity. Rather than relying on static knowledge bases or rigid documentation, AI agents powered by this architecture draw on a living record of accumulated enterprise experience. The approach also carries meaningful implications for organizational resilience: by preserving institutional expertise within the platform itself, Interloom helps companies mitigate the knowledge loss that typically accompanies workforce transitions and employee turnover.

With the fresh capital in place, Interloom is positioned to accelerate platform development and deepen its capabilities across enterprise AI integration and intelligent workflow automation — areas where the demand for context-aware, experience-driven AI continues to intensify.