Caspius Insights: All Posts

Enterprise AI costs are spiraling. While providers pitch AI as a predictable utility, unconstrained agentic workflows are draining budgets across Southern California and beyond. Most firms remain in "pilot purgatory," chasing vanity metrics instead of real ROI. From AI governance to unit economics, learn how to stop subsidizing experiments and start scaling. Caspius LLC helps enterprises bridge the gap between AI vision and operational reality. Build an AI strategy that scale

Enterprise AI spending is at an all-time high, yet over 80% of enterprises report no meaningful ROI. The reason isn't the technology — it's the failure to change business processes. Data silos, organizational complexity, undocumented workflows, and organizational politics keep AI stuck in pilot purgatory. Meanwhile, nimble SMBs are pulling ahead by doing what enterprises can't: changing how they actually work.

Many organizations have launched AI but few see real ROI. A major area to examine is where AI is applied. Horizontal AI use cases apply equally across the board and drive blanket productivity at the enterprise, but the real ROI comes from vertical AI applications embedded in specific functions that directly impact revenue, cost, and risk. This blog explores the definition and nuances of vertical vs horizontal AI use cases, and how they each drive productivity within the enter

Anthropic now leads the enterprise LLM market with 32% share, and it’s no accident. By focusing on code automation, API-driven workflows, enterprise seat controls, and trust-building through “constitutional AI,” they made adoption easy and safe. For leaders, the lesson is clear: success comes from aligning tech, governance, and workforce readiness to move from pilots to production.