Interloom has raised $16.5 million to build a persistent memory layer for AI agents, capturing undocumented operational knowledge from real-world enterprise workflows.
Interloom, an enterprise software startup that captures institutional knowledge and converts it into a persistent memory layer for artificial intelligence agents, has raised $16.5 million in seed funding led by DN Capital, with participation from Bek Ventures and existing investor Air Street Capital.
The company is addressing what it describes as one of the most underappreciated constraints on enterprise AI adoption: the absence of operational context. AI agents can process information at scale, but the knowledge that determines how work actually gets done in most organizations — the decisions made, the exceptions handled, the resolutions that worked — exists largely in people’s heads rather than in any system an AI agent can access.
Interloom’s platform captures that knowledge from real-world workflows and builds what the company calls a context graph — a continuously evolving record of decisions and outcomes from past work. Rather than operating from static documentation, AI agents using the platform can draw on accumulated operational experience to handle new cases, surface past resolutions and support the automation of complex processes.
The platform also addresses a problem that accelerates as workforces turn over: when experienced employees leave, the knowledge they carried leaves with them. Interloom’s approach keeps that expertise within the organization regardless of who holds it.
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“As AI agents move into operational roles, their effectiveness is limited without access to company-specific knowledge,” said Fabian Jakobi, Interloom’s founder and chief executive. “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.”
Interloom said the funding will support further development of its platform and expansion of its enterprise AI and workflow automation capabilities.
