How Every's Head of Consulting Uses Codex Every Day
Categories: Startup, Product, AI
Summary
Every's Head of Consulting reveals that AI agents excel at executing standard operating procedures but still require constant human oversight for taste and excellence. The real competitive advantage isn't building custom tools—it's knowing when to buy off-the-shelf solutions and focus engineering resources on higher-leverage work.
Key Takeaways
- AI agents like Claudia are exceptional at executing against standard operating procedures but require constant managerial oversight to maintain quality and reach excellence—this oversight work is tedious and time-consuming.
- Knowledge work is shifting from creation to gardening—operators create conditions for growth rather than executing every task themselves. This framework applies to both AI agent management and team building.
- Building custom tools with vibes coding (like a homemade CRM) often underperforms purchasing specialized SaaS solutions. Focus engineering resources on core business logic rather than maintaining commodity products.
- AI agents need human interface for relationship work and data interpretation. While Claudia populates dashboards, humans are needed to surface what's interesting in the data and lead conversations.
- The model improvement cadence over recent months (weeks to months) has dramatically changed agent capabilities. Early adopters who actively monitor and implement new versions gain significant competitive advantages.
Related topics
Transcript Excerpt
you go and teach executives and other people at big companies how to use AI. And so I think what you're doing is a good window into how great operators and executives are starting to use this stuff. >> What Codex helped me do was basically create kind of like an operating system. My email knows what's going on more than I do. I'm just so bullish on all of the administrative tasks that will suddenly kind of like be taken care of because now we have this sort of like super alien tool that can support on those things. knowledge work now is turning into something like gardening where when you're gardening you're creating the conditions for the growth to happen but you're not like making the plant with your hands every is the only subscription you need to stay at the edge of AI if you care abou…