Ideas on why enterprise AI budgets break, and what to do about it.
Enterprise budgets are breaking not because AI is expensive per query — but because every query is being treated as if it's the first time it's ever been asked. There's a third lever most teams haven't pulled.
Deep Dive · March 2026Both approaches reduce AI costs. They solve entirely different problems. Conflating them is leaving significant money on the table — here's how they work together.
Case Study · February 2026A structured benchmark on a real SEC lease corpus: 450+ documents, legal-grade accuracy requirements, and a memory routing layer that eliminated nearly three-quarters of all model calls.
Case Study · January 2026A SaaS support team was running the same AI queries dozens of times per day across agents. Routing them through a semantic memory layer cut their AI spend by two-thirds in 30 days.