分析：每天 200 美元的 LLM token 让 50 万美元年薪工程师提效 20%
有人算了笔账：日薪两千美元的工程师，每天花两百美元 token 就能多干两成活，这账很清楚。
一条推文算了一笔账：年薪 50 万美元的工程师每个工作日成本约 2,000 美元。如果每天花 200 美元的 LLM token 能让这名工程师的产出提高 20%，ROI 非常明显。
作者认为企业真正的成本浪费不在 token 开销，而在工程师产能未被充分利用。这组数字为团队采购 LLM 预算提供了直观参照。
A $500k engineer costs $2,000 per working day.
If $200/day of LLM tokens makes them 20% more productive (which is absolutely true today), that’s one of the easiest ROI in the company.
The expensive thing isn’t tokens. It’s underutilized engineers.
This report is categorized under AITOP's "Industry" desk, focusing on US frontier AI labs and Silicon Valley technology leaders. Within our cross-regional analytical framework, it directly maps to AI developer toolchains, coding agents, and engineering workflows and US-China foundation model benchmarks and commercialization comparison. Key entities and technical topics under continuous tracking include LLM token, ROI, 工程师效率.
Source attribution: curated from Yuchen Jin (@Yuchenj_UW).
