AI ROI Series | EP17 | Is Self-Hosting AI Cheaper? Full Analysis Delivered!
Everyone has decided that self-hosting open-weight models is how enterprise AI gets cheap. The Wall Street Journal ran it. Anthropic answered the open-weights debate officially this week. So I priced it properly, with every assumption bent in favour of building. The hardware almost ties. The people never do. A full build vs buy analysis for AI leaders, CFOs and practitioners weighing self-hosting at scale. 250-person company, 40 developers, Kimi K3, real hardware at real prices, real 2026 salaries, and zero new salaries in the headline figure. 📊 FULL BUSINESS CASE, GRAPHICS AND EVERY NUMBER https://www.linkedin.com/pulse/ai-roi-series-ep17-anthropic-answers-visa-cuts-paul-brzozowski-80ype The article has all six charts from this video, the complete cost breakdown, all four developer usage tiers, and every source. If you're taking this into a budget meeting, read that rather than working from the video alone. ⏱️ CHAPTERS 0:00 Visa cuts 2,600 jobs, and Anthropic answers on open weights 1:25 What Anthropic actually said, and what everyone got wrong 3:08 Why your AI bill exploded, and why it wasn't usage 3:49 The scenario: 250 people, 40 developers, Kimi K3 4:56 Buy it or build it, the numbers 5:44 Who actually burns the tokens 6:32 Where the money goes 7:02 The one line to take to your board 7:58 But our developers burn more, and the WSJ problem 9:45 When building IS the right call, and what to do instead 🔗 CONNECT Book time: https://olakai.ai/paul Want the full model with the sizing method and all four usage tiers? DM me on LinkedIn. 📚 SOURCES Anthropic, "Our position on open-weights models," 27 July 2026 · Anthropic Claude Code cost documentation · Moonshot AI platform docs and technical blog · Bloomberg, Reuters and CNBC on the Visa announcement · CloudZero on subscription vs metered billing · Mercatus on GPU server and hosting pricing · NVIDIA DGX H200 datasheet · Glassdoor and Levels.fyi on 2026 compensation · US EIA and Reuters on industrial electricity rates If you've actually deployed one of these in-house, tell me in the comments. Did the numbers work? — AI ROI Series: Show Me the Math. Every Tuesday, we take a claim the market is repeating and check whether the arithmetic holds. Paul Brzozowski is co-founder of Olakai, an enterprise AI ROI and governance platform. #EnterpriseAI #AIROI #TokenEconomics #SelfHosting #OpenWeights #KimiK3 #Anthropic #AIStrategy #CFO #AIGovernance #LLMOps #AIInfrastructure
