Access Insights
Big Data and AI: A Partnership with Power and Pressure
Big data and artificial intelligence (AI) are often discussed together because each strengthens the other in ways that drive real value. Big data provides the volume, variety and velocity of information that AI systems need to learn, adapt and improve. AI, in turn, turns that raw data into something useful by identifying patterns, making predictions…
Read MoreConnected Intelligence: How Graph Databases Power Taxonomies and Explainable AI
Graph database technology is quietly reshaping how we organize and understand complex information. Unlike traditional databases that store data in rigid tables, graph databases focus on relationships. They map how things connect, not just what they are. That shift turns out to be incredibly powerful when dealing with messy, real-world data where context matters as…
Read MoreRetrieval Augmented Generation and the Role of Taxonomies in AI
Retrieval Augmented Generation (RAG), is becoming an important approach in the development of reliable artificial intelligence (AI) systems. While large language models are powerful tools for generating natural language responses, they are often limited by the information contained in their training data. RAG improves this process by connecting language models with external knowledge sources so…
Read MoreAccess Innovations, Inc. Named to the KMWorld 100 Companies that Matter in Knowledge Management For 11th Year
Access Innovations, Inc., provider of the Data Harmony software suite, has been named to the prestigious KMWorld list of 100 Companies That Matter in Knowledge Management for the 11th year. “Our annual list of 100 Companies to Watch in the knowledge management space is a testament to their agility to thrive in an environment of…
Read MoreWhen Innovation Outpaces Human Bandwidth in Academic Publishing
Artificial intelligence (AI) has quickly moved from an emerging technology to an unavoidable presence across nearly every industry. In academic publishing, AI now touches everything from manuscript screening and peer review assistance to metadata generation, discoverability tools and predictive analytics. While these advancements promise efficiency and innovation, they have also produced an increasingly common side…
Read MoreTurning AI Readiness into Real Revenue for Scholarly Publishing
Artificial intelligence (AI) is no longer a future concept for scholarly publishing. It is already shaping how research is discovered, accessed and reused. As publishers explore new AI-driven products and services, one question continues to surface: how do you make existing content truly ready for AI in a way that is accurate, trustworthy and commercially…
Read MoreWhy Meaning Must Come Before Machines
Artificial intelligence (AI) is often described as understanding language, content or knowledge, but this description can be misleading. AI does not interpret meaning in the way humans do. It does not comprehend intent, nuance or context as lived experience. Instead, AI operates by identifying patterns and relationships within structured data. What it recognizes is not…
Read MoreWhy Controlled Vocabularies and Taxonomies Matter for Automated Indexing
As organizations increasingly rely on machine assisted and fully automated indexing, the structure behind their information becomes just as important as the content itself. Automated systems are fast and scalable, but they are only as effective as the language frameworks guiding them. Without a controlled vocabulary or a full taxonomy in place, indexing efforts risk…
Read MoreWhen Search Meets AI: Turning Content into an Asset, Not a Risk
Search and artificial intelligence (AI) are no longer separate conversations. They are deeply intertwined, shaping how organizations surface knowledge, support decisions and interact with the people they serve. As AI-powered search becomes more common, the quality of the underlying content matters more than ever. When content is properly structured, enriched and governed, AI can amplify…
Read MoreAccess Innovations Moves to Essentially Remote Operations
Access Innovations, Inc., provider of Data Harmony software solutions, has announced it has closed its physical office and moved to an essentially remote work model as part of streamlining its processes. “Our staff is happier and more productive working from home. We can better serve our clients and respond to queries faster when we do…
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