Miller: Building a basic AI workforce puts users in top 0.5%
Ali K. Miller · My top secrets to running an AI Agent Workforce · Aug 12, 2026 · at 25:16
AI executive Ali K. Miller discusses market arbitrage opportunities and the small percentage of AI users currently deploying advanced agent workflows.
0:00 / 0:21exact quote · 21.2s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“Of all AI users, if you look at the percentage of people who are paid AI users, and if you look at the percentage of those who are using things like Codex or Cloud Code, it is minuscule. So already, if you're just trying to be in the top, like, one percent of AI users, and you're using the stuff, and you've built out even a basic workforce, you're already top one percent. Probably top .5%.”
quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →
More from Ali K. Miller
Miller: Frontier AI models can now handle vague, open-ended autonomous prompts
“And seeing how Fable five and GPT 5.6 and that level model is reacting to that vague flavor of prompt. Like you could, you couldn't do this a year ago. Now you absolutely can.”
Miller: Replicating 2015 job titles in AI workforces wastes zero-marginal-cost hiring
“And I have to remind myself that like that is operating in 2015 world if I give all of them job titles that existed in 2015. So if I name them CMO or chief product officer and the person underneath it is a front-end engineer and a back-end engineer and all tha…”
Ali K. Miller: Operating AI agents requires escalation oversight rather than micromanagement
“I feel like managing agents feels like I am their direct manager, and I'm like, Susie, go over there, and Betty, go over there, and Jeremy, go over here, and I feel like I am three rungs above at like an SVP overseeing level where I feel like I am setting up t…”
Miller: Framing AI operations as 'managing agents' is an outdated 2026 concept
“Anyone that is still talking about, you should manage agents, feels like early twenty-twenty-six talk.”
Miller: Building the factory before the product is a huge AI arbitrage
“And the third that very few people are talking about, but is probably one of the biggest arbitrage opportunities because of how good the models are now. Is to, instead of building out the thing, build the factory for the thing.”