AI & Enterprise AI9 September 20257 min read
Open vs Closed Models — Where the Decision Sits in Late 2025
The open-vs-closed model debate has matured. Both ecosystems are credible for enterprise use. The choice in late 2025 depends on workload-specific factors, not on broad ideology.
AI & Enterprise AI10 December 20247 min read
Reading LLM Benchmarks — A Practitioner Guide to What They Mean
Every model release comes with benchmark numbers. The numbers are easy to read and easy to misinterpret. A practitioner view of what benchmarks actually measure and how to use them for enterprise decisions.
AI & Enterprise AI7 May 20247 min read
The Case for Smaller Models in Enterprise AI
The default of routing everything to the largest frontier model is a habit, not a strategy. Open and smaller commercial models have closed enough of the gap that the case for using them is now strong for many enterprise workloads.