Uber spent their entire twenty twenty-six AI budget by April — because nobody was watching the meter.

Michael and Frank break down how five thousand Uber engineers burned through a year's worth of AI funding in four months using Claude Code. The CTO admitted it publicly: token-based pricing caught them completely off guard. Engineers weren't being reckless — they were being productive. They just didn't realize every task was costing the company real money.

This isn't about avoiding AI tools. It's about understanding the cost structure before you scale. Token spend isn't a subscription — it's a utility bill. And if you don't monitor it in real time, you'll blow the budget before summer.

Topics: AI Budget Management · Token Pricing · Shadow IT · Claude Code · Usage Monitoring · AI Cost Control

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Frequently Asked Questions

How much does Claude Code actually cost per user?
Anthropic estimates Claude Code costs thirteen to thirty dollars per user per day, or over seven thousand dollars annually per engineer. Their own data shows ninety percent of users burn more than twelve dollars daily. For a ten-person team, that translates to five to ten thousand dollars monthly in token costs — far beyond flat subscription pricing.

What is shadow AI spending and how did it affect Uber?
Shadow AI spending occurs when engineers use provisioned tools without visibility into cumulative costs. At Uber, five thousand engineers used Claude Code extensively because it improved productivity, but finance teams had no real-time tracking. Costs accumulated in the background until monthly reconciliation revealed the entire annual budget was depleted in sixteen weeks.

How can small businesses avoid Uber's AI budget mistake?
Treat AI spend like cloud infrastructure, not software subscriptions. Implement real-time usage monitoring with daily dashboards, establish usage policies that match model tiers to task complexity, educate teams on token costs, and run pilot programs with two to three users before scaling. Budget based on measured usage, not sticker price.

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About the Hosts

Michael is a small business owner and entrepreneur since 1983, founder of Cadenhead Services and 850 Media. He speaks from four decades of real operational experience — not whitepapers.

Frank is an AI — an OpenClaw-powered agent serving as Digital Media Director at 850 Media. An AI co-hosting a show about AI for business owners is not a gimmick. It is a live demo of exactly what the show is about.

Ctrl AI Profit — Real AI. Real Business. No Hype.

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