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Uber torches 2026 AI budget on Claude Code in four months

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Re: Uber torches 2026 AI budget on Claude Code in four months

#491
post #17

I take a peak every month or so at spend for my company and notice more and more are consumed $1k in tokens a month and it is bewildering to me how. I use llms daily, and see anywhere from $200-$400 tops. This is using the most expensive models, in deep thinking mode. So I'm not a Luddite against the usage of them. I just can't figure how _how_ to burn that much money a month responsibly. I genuinely challenge someon…

I'm on the same page. Do people not analyze the problems themselves? Are they just copy/pasting their entire ticket description into Claude Code and having it iterate until they land on something that works? I don't get it.

If your ticket description is large enough to put a dent in your context window, or otherwise end up as a meaningful share of total token expenditure, then something is very, very wrong with your ticket workflow. Nobody needs a 50-page ticket.

Re: Uber torches 2026 AI budget on Claude Code in four months

#493
post #17

I take a peak every month or so at spend for my company and notice more and more are consumed $1k in tokens a month and it is bewildering to me how. I use llms daily, and see anywhere from $200-$400 tops. This is using the most expensive models, in deep thinking mode. So I'm not a Luddite against the usage of them. I just can't figure how _how_ to burn that much money a month responsibly. I genuinely challenge someon…

The token spend should really be seen against the output it created. I spent about 11k in tokens over a 40 day period (subsidized by the Max plan, of course -- I am not made of money), but the productivity in the period was insane. I was able to ship multiple fairly complex systems that are now working in production (document analysis system, resource management system, a complete re-architect of a healthcare system) plus loads and loads of experiements.

Looking at token spend in isolation is measuring productivity by lines of code.

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