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Established Best Practices for AI & Data Project Management

Taking the Data-Centric Approach to AI What is Data Project Management? AI projects, brimming with potential, often face a high failure rate despite abundant talent and resources​​. Fortunately, we have a solid approach we can tackle for AI project, which at their core are data projects. Data project management is at its core managing projects …

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The Critical AI and Data Skills you need as a Project Manager

AI Project Management: Essential Skills for Success What Skills Do You Need for an AI Project Manager? In the dynamic world of AI project management, a blend of specific skills sets you apart. As AI and data projects continue to evolve, the demand for skilled AI project managers is skyrocketing. Whether you’re starting or enhancing …

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Is the CPMAI Certification worth it?

Is the CPMAI Certification Worth it?  We might be slightly biased, but the answer is absolutely, resoundingly YES! What is CPMAI? A Game-Changer in AI Management The Cognitive Project Management for AI (CPMAI) methodology certification is a vendor-neutral, data-centric, AI-specific, iterative methodology for running and managing AI, ML, and cognitive technology projects.  The CPMAI methodology …

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No, Agile and the “Scientific Method” are not Sufficient to Run AI Projects

Why are so many AI projects failing when they don’t need to be? Various sources are quoting AI project failure rates upwards of 70-80%. At Cognilytica, we have seen thousands of AI projects ourselves and the most of the reasons for these failures can be traced to 10 key reasons. One of those reasons is …

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Cognilytica’s Classification of the AI Vendor Ecosystem: Part II

[Part I of this article here] In our previous article, we explained our classification and categorization of the AI vendor landscape. With almost 3000 vendors to classify in ways that were useful this was no small feat. If you haven’t read that article yet, you should do so now before continuing, because this article builds …

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Classifying almost 3000 AI Vendors – Cognilytica Research Calendar Announced

Hello all! After a bit of a break, the Cognilytica Research newsletter is back! Based on your requests, we’re focusing this newsletter on what’s happening in the AI, ML, and Cognitive Technology markets, big research releases and announcements, insights into best practices and use cases, key news from the week, upcoming events, and other Cognilytica …

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Cognilytica’s Classification of the AI Vendor Ecosystem: Part I

[Read Part II of this article here] Cognilytica tracks almost 3000 companies that offer AI-specific or AI-enhanced products for sale in the market. Like most analyst firms, we call these companies “vendors” because they are offering products for sale verses the enterprise “end users” who are implementing them. However, as you can imagine, there’s a …

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Quality Assurance (QA) in the Context of AI

AI operationalization is different than traditional deployment and putting things into “production”. But if it’s different for deployment and different in development, then it follows that AI projects are unlike traditional projects even with regards to QA. Simply put, you don’t QA AI projects like you QA other projects. This is because the concept of what we’re testing, how we test, and when we test is radically different in AI Projects.

AI and Cognitive Technologies Continuing to Prove Their Strategic Value

If you’ve been following coverage of artificial intelligence (AI) in the news, you’ll see that industries and processes ranging from customer service, commerce, journalism and news, robotics, and even education are being impacted by the range of machine learning and AI technologies that can broadly be called cognitive technologies. These cognitive technologies change how businesses …

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Operationalizing AI

When AI practitioners talk about taking their machine learning models and deploying them into real-world environments, they don’t call it deployment. Instead the term that’s used in the industry is “operationalizing”. This might be confusing for traditional IT operations managers and applications developers. Why don’t we deploy or put into production AI models? What does …

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To Be AI-First you Need to be Data-First

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here One of the core things we focus on in our Cognilytica AI & Machine Learning training and certification is that machine learning projects are not application development projects. Much of the value of machine learning projects rest …

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Crafting an AI-Relevant, Data-First, Agile Methodology for AI & ML Projects

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here One of the core modules in our Cognilytica AI & ML training & certification is focused on project management methodologies and approaches that are AI-relevant. Companies of all sizes are implementing AI, ML, and cognitive technology projects …

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From Machine Learning to Machine Reasoning

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here The conversation around Artificial Intelligence usually revolves around technology-focused topics: machine learning, conversational interfaces, autonomous agents, and other aspects of data science, math, and implementation. However, the history and evolution of AI is also inextricably linked with …

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Assisted Intelligence vs. Augmented Intelligence

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here In the conversation around the application and adoption of artificial intelligence (AI) and cognitive technologies, two recurring types of solutions usually come up: AI solutions meant to work in conjunction with people to help them accomplish their …

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Further Evidence of AI’s Transformation of Different Industries

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here If you’ve been following coverage of artificial intelligence (AI) in the news, you’ll see that industries and processes ranging from banking, hospitality, food service, recruiting, and even back office operations are being impacted by the range of …

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AI in the Context of Digital Transformation

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here In the enterprise, no buzzword is as buzzy as the term “digital transformation”. If you spend any amount of time reading whitepapers, analyst research, or attending webinars you’ll see the term digital transformation used in conjunction with …

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The Race for AI Dominance is More Global Than you Think

This post was featured in our Cognilytica Newsletter, with additional details. Didn’t get the newsletter? Sign up here When people hear about the race for Artificial Intelligence (AI) dominance, they often think  that the main competition is between the US and China. After all, the US and China have most of the largest and most …

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