TLDR: Uber COO Andrew Macdonald said AI tokenmaxxing is not yet tied to shipping useful consumer features, so spending is being restrained.
Key Takeaways:
- Uber is leaning on large language models for product building, but leaders want proof that higher usage improves what customers actually get.
- Andrew Macdonald said the token usage to feature benefit link is still missing, despite working with major model providers.
- If AI spend keeps rising without shipping wins, Uber could face an internal reckoning after CTO Praveen Neppalli Naga outpaced a Claude Code budget.
Token counts make dashboards happy, but customers do not feel tokens. Uber is trying to turn AI budget pressure into shipped value before the boardroom loses patience.
Token counts make dashboards happy, but customers do not feel tokens. Uber is trying to turn AI budget pressure into shipped value before the boardroom loses patience.
Q&A
What metric could replace ātokens usedā when Uber decides whether LLM spending is worth it?
Executives can shift to outcome measures like feature adoption, customer retention, and support ticket reduction tied to AI assisted launches.
Why might token usage rise without new consumer features showing up quickly?
Teams often run heavy experimentation, prompt and workflow tuning, and evaluation cycles where tokens burn but user facing changes lag.
What internal changes could help Uber prove the link between AI systems and product results?
Uber can require pre defined success criteria for AI projects, add cost per shipped outcome tracking, and tighten sign off gates for deployments.
How could the Claude Code budget blowup influence Uberās AI vendor and pricing strategy?
It may push Uber toward tighter usage controls, clearer rate limits, and contractual commitments that tie spend to measurable deliverables.
What happens if competitors keep shipping AI features faster than Uber can validate ROI?
Uber may still keep investing, but it will likely prioritize smaller, testable launches where productivity and user impact can be verified quickly.
No comments yet. Be the first to share your thoughts!