What I saw from the board, and why it matters if you’re betting your career on AI. When I joined AtScale’s board, I saw what looked like a best-in-class semantic layer : a way to…
Google Cloud Next 2026 wrapped up this week at Mandalay Bay, and I’ve got thoughts. Some of them are even about the announcements. But let’s start with the elephant, or rather, the 40,000 people crammed…
Executive Summary (The TL;DR) The Bottom Line: Agentic AI in manufacturing promises autonomous optimization, but without a Semantic Layer , it functions as a “high-speed hallucination engine.” For a Tier 1 manufacturer, the lack of…
If your organization has invested in AI and isn’t seeing returns, the problem probably isn’t the LLM . It’s the foundation underneath it. The enterprises getting AI into production built semantic infrastructure first: consistent business…
Retailers that deploy autonomous AI without governed business context will not discover the problem in a report. They will discover it in a fulfillment failure, a margin error, or a pricing decision that made sense…
AI is shifting the center of gravity in data architecture from raw data to a governed business context. The last decade of data architecture was shaped by data gravity . The next decade will be…
For years, data governance was viewed as a background concern. Teams had bigger priorities to tackle and more pertinent problems to solve. Then AI agents came into the fold and started generating business decisions from…
As AI agents move beyond the helpful copilot phase and into more powerful applications, enterprises are responding with global adoption. Agentic AI is everywhere, from analytics and finance to customer service and operations. It’s changing…
The semantic layer has moved from niche infrastructure to a boardroom priority. Snowflake announced one. Databricks announced one. Google repositioned Looker as one. Microsoft repositioned Power BI as one. This is genuinely good news. As…
Over the past year alone, AI tools that once surfaced insights and handed them to a human for action have begun carrying out those actions themselves. Sixty-two percent of organizations are now experimenting with AI…