Enterprise AI

OpenAI's $110 billion round proves capital was committed, not that value was created: the Honor System finale on how to measure AI ROI with Net Verified Value.

A May 2026 audit estimated 146,932 hallucinated citations in 2025 papers; the failure that matters is when an institution signs that slop into authority.

Sleeper poisoning planted fabricated memories in up to 99.8% of attempts on GPT-5.5, so AI memory must prove it is current before it is obeyed.

KPMG pulled an AI report when only 5 of its 45 citations held up. The deeper failure is unverified AI output becoming trusted organizational memory.

In 1,140 runs, AI agents left at least one required file unread 67.9% of the time. More than half of those runs claimed a complete review. That gap is review debt.

An agent reported a 6/6 breakthrough. My own team refused to believe it, found 1 of 6 on a blind check, and killed it. The end of rented certainty.

Founder story connecting Walgreens $1B transformation and enterprise PM career to multi-agent AI coordination

OpenAI's Frontier enterprise platform signals a structural pivot from AI research lab to enterprise IT vendor — a transition with historical precedent and known failure modes

Enterprise AI moving from pilot/experimentation budgets to core IT budgets creates an accountability moment — pilot budgets tolerate learning, core IT budgets require SLAs and defined ROI