Last year was hyped as the "Year of the Agent." Looking back, that prediction largely played out. We saw autonomous frameworks explode, agentic tools everywhere and a massive shift in how the industry talked about AI. After a year of breathless demos and "look what...
You’ve seen the stat, 95% of generative AI pilots deliver zero measurable business returns. According to MIT's 2025 "GenAI Divide" report, only 5% of companies are finding success. This isn’t a complete surprise: They are called pilots for a reason and new technologies of take...
One of my kids recently dragged me back into fighting games. Some from my childhood (Street Fighter) and others completely new to me, like Guilty Gear. Every button press can mean the difference between glory and getting absolutely destroyed. It's been a blast. At InterWorks, we...
We're living in an era of unprecedented AI possibilities. Every day brings new demonstrations of what's theoretically achievable, from agentic AI systems that can manage complex workflows to natural language interfaces that make data accessible to anyone. Yet for most enterprises, there's a stark gap...
The conversation around AI governance has reached a critical inflection point. While many organizations still view governance as a necessary bureaucratic hurdle that slows down innovation, forward-thinking companies are discovering something counterintuitive: AI governance isn't just about managing risk—it's about accelerating growth. This shift in perspective...
Data quality has always been the foundation of successful analytics and AI initiatives, but it's also been one of the most resource-intensive challenges organizations face. We've all heard the statistics: Data scientists spend 80% of their time cleaning data, poor data quality costs organizations millions...
Change management is hard. With AI changing our businesses, it’s also crucial. I’ve been thinking about change management lately through the lens of "Switch" by Chip and Dan Heath. If you haven't read it, the book uses a powerful metaphor: Our rational mind is the...
Software is designed for the average customer, but the truth is that no customer is the actual average. That's why we're always dealing with trade-offs. Our tool process flow doesn’t quite match the reality of our business. The analytics dashboard doesn’t quite capture the right...
Bottom Line Up Front: Semantic layers are transforming how organizations manage and deliver data analytics by providing a unified, context-rich middleware that translates raw data into consistent, accessible insights across all business applications — from traditional BI tools to AI-powered agents. The data analytics landscape is...
Sometimes, just writing things down or saying things aloud helps me learn or understand something with more clarity and in greater depth. I’m sure that I’m not alone in my learning style and how I best absorb information into my brain. So, while trying to...
I’m seeing in today’s data landscape that many companies find themselves drowning in a sea of disjointed data. (Apologies in advance for the nautical references, I’m a fan of history and the Royal Navy in the 1800’s, so there will be more!) Imagine a scenario...
One of our biggest projects this year was a white paper collaboration between InterWorks and dbt, one of the most important players in the data space at the moment, titled "Semantic Layers in Action: Real-World Use Cases and Business Impact." Nor surprisingly, for white paper...
Hey, blog readers! We’re taking a quick detour from your usual tech-oriented how-to-guides, podcast replays and company culture pieces to do a bit of housekeeping on the blog. I don’t want to waste your time with my propensity to yap on entirely too long, so...
In my last blog post, where I introduced the concept of a universal semantic layer, we outlined the benefits that organizations with multiple business domains can recognize. These organizations use data and data consumption tools, and can adopt a universal semantic layer to gain a...
At InterWorks, most consultants would be able to tell you this story: "My client has asked me to help build a source of truth for all of their reporting and data analysis queries." The ask is simple: analytics teams want a one-stop shop for their stakeholders to...
AI use cases are spreading rapidly across the workforce, but many companies don’t seem to have a policy in place to prevent workplace disasters. The Conference Board recently conducted a survey of 1100 US employees (Which you can find here) and found that that 56%...
Earlier this year, Snowflake announced the availability of Snowpark ML during its Snowflake Summit. Snowpark ML is a set of tools, including SDKs and underlying infrastructure, to build and deploy machine learning models; all within Snowflake. It works with Snowpark for Python, so you can...
I think it is fair to say that most of us are familiar with Chat GPT, a revolutionary Large Language Model from Open AI that is revolutionizing the way we work and interact with AI. Tableau recently announced at TC 2023 that they are working...
As the professional equivalent of a monkey with a typewriter, I have been watching the news about AI chatbots with both wonder and an ever-present, underlying fear that I will soon be replaced by our machine overlords. The future, it seems, is a mystery to...
Have you wondered how you can venture into the land of data science without being a data scientist? Most of us get intimidated with this idea of writing thousands of lines of code to build a machine learning algorithm. Well, that was true maybe a...
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