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AI & Machine Learning

AI & Machine Learning Solutions power machines to copy intelligent human behavior and are in everything--from your smartphone to (maybe) that voice on the other end of the phone. See below for the latest AI news, trends, and solutions.

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Features

AI’s Impact on Data Silos and Knowledge Hubs

The impact of AI on both data silos and knowledge hubs is proving to be powerful in solving some age-old problems, including curtailing the effects of siloed information while increasing the value of knowledge hubs. It can only become more impactful going forward.

KM and IT Find Collaboration Productive

IT plays a role in providing a port of entry for customer service solutions and for integrating them with the various repositories that form the knowledgebase. After that point, most KM solutions can be configured and managed by subject matter experts. But the infrastructure on which they are built, whether SaaS or on-prem, must provide the capacity and speed required to deliver their potential.

KMWorld 100 Companies That Matter in Knowledge Management 2026

Companies on this list are wonderful examples of how their products expand the power of KM in changing knowledge environments. They stand out in the KM field, and we applaud their accomplishments. As always, the list is meant to generate interest and to spark discussion. Let us know what you think, and alert us to anything we might have missed.

AI and the Big Game - Access Innovations, Inc.

In areas where accuracy really counts, AI still has issues. These issues are grounded in how AI language models are built and how they learn. Language models are trained using tokens and chunks of information, which can lead to a loss of context. When we read, we consider the information that came before the next piece to give us context—what this piece means, given the piece just before it. Data labeling solves this problem, and Access Innovations does this better than anyone.

ViewPoints

Europe Needs to Stop Building Regulatory Moats and Start Building Markets

For Europe to cultivate world-leading AI companies, it needs to build the foundational conditions that have made ecosystems such as Silicon Valley so productive. This also means attracting and retaining talent through easier immigration, greater mobility across borders, and simpler equity compensation structures that make joining an early-stage startup genuinely rewarding. Without people willing and able to take risks on new ventures, there is no growth or innovation.

You Don’t Need 47 Agents

The most powerful multistep execution isn't a chain of specialized agents. It's a single model with enough context to plan, execute, and recover—informed by everything it's learned from every prior execution.

Agentic AI and the Evolution of Finance: How Smarter Systems Are Powering Usage-Based Models and Enterprise Growth

Agentic AI marks a shift from passively recording business activity to actively driving it. Those who embrace this shift early will do more than automate tasks—they'll build a trusted, intelligent infrastructure that accelerates not only efficiency but also agility, strategy, and scale.

Make Your Way Through the Many Options Offered by LLMs

One of the challenges of being new to LLMs is the plethora of options and prospective users' limited familiarity with the mechanics of producing an easy to manage solution

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A Glorious Victory for KM!

That AI has proven itself to be a revolutionary knowledge tool paints a different picture of the world itself. For millennia, we in the West counted as the highest knowledge the bedrock beliefs that ground the certainty of the layers of lesser knowledge that rest upon them. While the success of our culture proves the value of this approach in some critical areas, the rapid advances in knowledge enabled by machine learning based in multidimensional models that are too complex for us to understand remind us of what we've always already known:Our world overwhelms our smidgeon of consciousness. And there's no shame in acknowledging that. In fact, it is genuinely liberating to embrace the fact that the world consists of particulars in infinite relationships, and that we pay a price when we sand down the distinctive differences among them.

Bringing Knowledge Out of the Shadows

We can only wonder how many breakthrough ideas remain undiscovered simply because the right pieces did not fall into place. What better way to make those connections happen by design, rather than by chance, than for KM to provide the missing interstitial scaffolding?

Why Knowledge Management Needs a Quantum Reboot for the Agentic AI Age

By embracing a quantum approach, we can create an organization that is genuinely adaptive and intelligent. Agents, freed from the shackles of classical KM, can roam our knowledge graphs, identifying emergent patterns and unexpected connections that no human ever could. They can see that the support ticket trend and the new feature request in the sales call are actually the same particle, just observed in different contexts.

A Call to Arms for Information Professionals

The AI world is advancing at a breathtaking pace with staggering sums of money, but it's built on unstable and illusory foundations. Our role is not to stand on the sidelines shouting warnings. It is to quietly, strategically, and indispensably become the people they cannot do without—the ones who ensure the entire system can actually function.

Knowledge Management Whitepapers

2026 KMWorld Guide to KM Trends, Products, and Services

Information Rich: Unifying Fragmented Data With Agentic Workflows in 2026

The CIO Strategic Playbook for AI in 2026

100 Companies that Matter in Knowledge Management 2026

AI & Machine Learning Companies and Suppliers
AI & Machine Learning Directory