concept

Data silos

Also known as: information silos, Data Silo Problem

Facts (10)

Sources

Enterprise AI Requires the Fusion of LLM and Knowledge Graph stardog.com Stardog Dec 4, 2024 3 facts

claimKnowledge Graphs provide value to enterprise GenAI by creating insights from siloed data, generating utility in data, and enabling knowledge retrieval, with the benefit of being reusable across multiple use cases and design patterns.

referenceThe Stardog Fusion Platform connects data silos, structured data sources, and database-resident knowledge by ingesting data from any database, document, or API, including structured, semi-structured, and unstructured data.

claimAn end-to-end data foundation manages the entire data lifecycle from initial collection to post-use management, which breaks down data silos and ensures the availability of quality data.

How Enterprise AI, powered by Knowledge Graphs, is ... blog.metaphacts.com metaphacts Oct 7, 2025 2 facts

measurementIDC estimates that data silos can cost a business 30% of its annual revenue.

measurementAccording to a 2023 report, 40% of organizations struggle with data silos, which prevent them from making data-driven decisions that produce results.

A survey on augmenting knowledge graphs (KGs) with large ... link.springer.com Springer Nov 4, 2024 1 fact

claimData silos, defined as information isolated within different departments or systems, impede seamless access and integration of data.

LLM-Powered Knowledge Graphs for Enterprise Intelligence and ... arxiv.org arXiv Mar 11, 2025 1 fact

claimApplications such as contextual search and task alignment improve productivity and decision-making by bridging data silos.

In the age of Industrial AI and knowledge graphs, don't overlook the ... symphonyai.com SymphonyAI Aug 12, 2024 1 fact

claimAsset hierarchies that rely on existing historians create data silos because they can only access data within that specific historian, preventing the incorporation of data from multiple historians or existing IoT solutions.

The construction and refined extraction techniques of knowledge ... nature.com Nature Feb 10, 2026 1 fact

claimData sensitivity complicates cross-departmental knowledge sharing, which exacerbates information silos.

How NebulaGraph Fusion GraphRAG Bridges the Gap Between ... nebula-graph.io NebulaGraph Jan 27, 2026 1 fact

claimThe 'Data Silo Problem' in enterprise AI occurs because standard document processing breaks enterprise knowledge into isolated chunks, causing the loss of critical semantic relationships that span different sections or documents.