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Most AI overspend is not from using AI. It is from running a frontier model for work an economy model would do identically. The Modelnomics framework for matching model to task.

Most security advice for small companies sounds like it was written for a Fortune 500. This is what credential hygiene actually looks like for a 5-50 person team, shipped for a real client, sanitized and generalized.

An anonymized field case study Client details are withheld by request. This is a real engagement with a fast-scaling, multi-region direct-to-consumer brand. Names, products, internal documents, and proprietary figures have been removed or generalized. The numbers below are real and were measured against a 60-day daily work log. The short version A consumer brand brought me in on a contracted, single-operator pilot to do four things: rebuild the web and landing-page layer, own

Checklists and policy templates won’t save you under Colorado SB 24-205. The affirmative defense requires accumulated evidence over time — bias audits, consumer disclosures, incident response logs — that prove ongoing governance. Here’s why time is the most expensive variable in AI compliance.