The Manufacturing Automation Podcast

Nine People, One Inbox, and the AI Compute Cost Nobody's Talking About

July 8, 2026·58 min
Episode Description from the Publisher

Michael opens on a milestone he didn't expect to feel so strange: he's up to nine people, four of them in the last month, and for the first time his job is almost entirely infrastructure and people management. The individual contributor work is almost gone — except sales calls, which he's starting to find numbingly repetitive and knows need to be handed off. Matt's feeling the same fatigue on the other end of a late, no-show customer who turned a routine call into one of his worst sales performances in a year. Both are building toward something that doesn't require them in every seat — and starting to feel the gap between where they are and where that actually is.On the marketing and sales side, Michael is deep in email marketing infrastructure — building a Klaviyo MCP server so Claude can write and push campaigns without him touching the interface — and is watching Meta ad fatigue eat into ROAS in real time while he's too buried in production to film new creative. Matt's EA Trish is now handling invoicing so well that month-end close happened the day after month end for the first time in Develop history, and he's down to under two hours a week in accounting. Matt also debuts AirDAM — an AI-powered digital asset management vault his team built so agencies and contractors always pull the right approved content, not the same four photos.Engineering covers CoolantClear supply chain hitting a wall so hard that Michael is spinning up in-house production capacity on the idle spindles, a new Spindle Storm first article in production with triple the airflow, and a greenfield facility buildout proposal moving fast at Develop with multiple robots and parts showing up daily for Projects 2902 and 2903. The episode closes with a conversation both hosts keep circling back to: what happens when AI compute stops being subsidized by venture money — and whether the entire infrastructure Michael is building quietly becomes three people's salaries overnight.

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