Continuing my series on decision agents, here’s the second post. How AI Agents and Decision Agents Combine Rules & ML in Automation. Building Decision Agents with LLMs & Machine Learning Models [this post] Designing AI Decision Agents with DMN, Machine Learning & Analytics If you are building a sophisticated agentic AI system that is intended [...]
AI
Business automation is being transformed by AI, specifically Generative AI or Large Language Models (LLMs). More recently, the Agentic AI pattern has gained real traction among those trying to apply LLMs in an enterprise context. Like any new pattern, there’s a ton of hype about Agentic AI but it’s clearly here to stay. I have [...]
As 2024 wraps up, I thought I would share a few thoughts on Artificial Intelligence (AI) in the context of automating your business. It’s been a really interesting year for AI and I suspect 2025 will be more interesting yet. It’s important to remember that AI > Generative AI. Focus on applying the right mix [...]
You may have noticed articles about a chatbot recently that got a little out of line – an airline’s chatbot misstated the rules for a fare class (see The Guardian‘s article or The Washington Post‘s). The airline has, of course, been held accountable for its chatbot – just as it would have been for an [...]
There’s huge potential in AI, yet far too many AI projects fail to deliver meaningful business value. The technology works, the team has skills, the data is available – and yet it never comes together. To address this critical issue, Eric Siegel has just published The AI Playbook: Mastering the Rare Art of Machine Learning [...]
Eric Siegel, author of Predictive Analytics and the Chair of Machine Learning Week, had a great article on Harvard Business Review recently – The AI Hype Cycle Is Distracting Companies. You should read it, as he makes a lot of great points about AI hype and its dangers. One comment, in particular, stood out for [...]
I got a chance to listen to Mike Gualtieri of Forrester talk about his recent Wave report on AI Decisioning Platforms. This focuses in on a core set of vendors and compares them in detail as a follow-up to his earlier AI Decisioning Landscape report (which included Decision Management Solutions with our DecisionsFirst Modeler product). [...]
It’s that time again – time to take the Rexer Analytics Data Science Survey Rexer Analytics has been conducting this survey since 2007! Each survey explores the analytic behaviors, views, and preferences of data scientists and analytic professionals. This year Karl is working with Eric Siegel and Machine Learning Week to design, promote, and analyze the [...]
Eric Siegel and I had a great discussion about doing Machine Learning BACKWARDS recently – you can watch the recording below or on our YouTube Channel. Eric, if you don’t know, is the founder of Predictive Analytics World, a leading consultant, and author of “Predictive Analytics“. You can also check out Eric’s new Coursera class. This [...]
COVID-19 is driving a new normal in which resources must be allocated and managed more dynamically.
The new normal of COVID-19 is going to need customer relationships to be built and sustained remotely.
I recently got together with Irene Lyakovetsky of Saugatuck Worldwide and well known independent analyst Jim Sinur to talk Digital Decisioning. Irene released our talk on her Saugatalk channel as a great series of snippets: Introducing Digital Decisioning and focusing it on operational, transactional decisions Using decision modeling and empowering the business owner Using Low [...]
At Decision Management Solutions we do a lot of work with IBM and an old friend of ours – Harley Davis – just published a nice blog post “How do you best operationalize AI?” We’ve had many conversations on this topic with Harley and his team and it’s no surprise we’re completely aligned on this. [...]
The Machine Learning Times (previously Predictive Analytics Times) is the only full-scale content portal devoted exclusively to predictive analytics. It has become a standard must-read and machine learning professionals’ premier resource, delivering timely, relevant industry-leading articles, videos, events, white papers, and community. In this month’s featured article, Eric Siegel, Ph.D., executive editor of The Machine [...]
Cassie Kozyrkov – Head of Decision Intelligence at Google- has a great piece on 12 Steps to Applied AI. As usual she’s got lots of great tips. I don’t have anything to add to her more technical steps but I want to add some commentary on Step 0 and Step 1. Let’s start with her [...]
The Decision Management team at Gartner (Rob Dunie , Roy Schulte, Derek Miers , Pieter den Hamer , Paul Vincent , Marc Kerremans and Erick Brethenoux ) have recently published a new paper entitled “Should Your Project Use a Decision Management Suite?” [Gartner subscription required]. It’s a great paper and I strongly recommend it if you have access. The quotes below [...]
Digital Decisioning: Using Decision Management to Deliver Business Value from AI There is an artificial intelligence (AI) revolution underway in enterprises across the globe as companies continue to adopt predictive analytics, machine learning and other AI across their businesses. This revolution puts managers and executives under enormous pressure to use AI to run their businesses more effectively. How do they do this? Will people lose their jobs? Most [...]
In January of this year, Wired Magazine published an article about a collaboration between The Department of Veterans Affairs (VA) and Google parent Alphabet’s DeepMind unit to create software powered by artificial intelligence that attempts to predict which patients in the intensive care unit (ICU) are likely to develop acute kidney injury (AKI). The article [...]
One of the key benefits of decision management is its focus on operational decisions. Diving into these operational decisions further, you can typically identify several micro-decisions that, when improved, will dramatically affect business performance. “Micro-decisions” are the decisions made transaction by transaction, customer by customer. Companies often fail to recognize these as individual decisions, instead [...]
Like many of you I am awash in digital photos and have been trying to find a good way to manage them. For various reasons I picked Amazon Photos. One of the key benefits was the family vault – a way to let several people upload photos to a shared space. Of course, another reason [...]

