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AI ROI Series EP11: JPMorgan | Silent Builder

Jun 19, 2026
6:02

Some companies are going to get shut down this year. Not because their AI failed, but because they could not prove it worked before the bill came due. This episode is about the most pressing problem in enterprise AI, and the one company that quietly solved it. I'm Paul, co-founder at Olakai, the enterprise AI ROI and governance platform. In this episode of the AI ROI Series, I break down what JPMorgan has quietly built, the most disciplined AI operation on the planet, and why their approach is the playbook every CFO, CAIO, and AI leader should be copying right now. The problem was never the models. It's the bill. AI tokens are expensive, the industry has moved to pay-by-the-token, and almost nobody can count what they are getting for the money. JPMorgan can. They built AI as a governed, measurable system from day one, and they can answer the one question 95% of companies cannot: which AI is delivering a return, and which is burning budget. What I cover: Why JPMorgan is the most dangerous silent builder in AI The real problem: expensive tokens, usage-based pricing, and the 100x model price gap Why measuring your AI is now the biggest opportunity and the biggest threat The honest truth: even Jamie Dimon says the final ROI number is hard Why measurement is not all-or-nothing, and how to get to the bottom line one decision at a time The five-stage maturity ladder, from blind to full P&L attribution The system-of-record analogy every CFO will recognize Chapters (estimated, adjust to your final cut): 0:00 The silent builder, and why I had to come back to JPMorgan 0:40 The real problem is not the models, it's the bill 1:40 How JPMorgan answers the question 95% of companies can't 2:40 Most enterprises are deploying AI in the dark 3:25 The honest truth: even Dimon says it's hard 4:10 The way through: detect, act, and get to the P&L bit by bit 5:00 The question for every CFO, and the system of record 5:35 Your competitors are measuring their AI. Are you? The full written playbook, including the five questions to take into your next AI review, is in the article: [article link] This channel is for the people who actually have to sign off on AI spend. Disagree with me? Tell me in the comments. How many AI tools and agents are running in your org right now, and could you prove the ROI? Learn more about Olakai: https://olakai.ai Connect with me on LinkedIn: https://www.linkedin.com/in/paulbrzozowski/ #AI #ArtificialIntelligence #AIROI #EnterpriseAI #CFO #AIGovernance #CodingAgents #JPMorgan #ProductivityIntelligence