The AI Workflows Behind Every’s Consulting Team (41 min)
ai-in-everyday-life
ai-in-workforce-disruption
- Release date: 2026-07-01
- Listen on Spotify: Open episode
- Episode description:
Natalia Quintero joined Every as head of consulting with a mandate to bring AI into the workflows of executives at hedge funds, private equity firms, and tech companies. She is also a recent Codex convert—someone who spent months resisting the tool before Dan Shipper’s daily pestering finally got her to try it.Natalia encountered Codex as a non-technical builder who had learned to navigate file systems and folder structures in Claude Code through sheer effort. She’s now used Codex to do everything from automate her CRM setup to build a portal to manage her father’s medical care.Dan talked with Natalia for AI & I about what it looks like to go from non-technical to building software with Codex, why Every still uses software-as-a-service products from Attio and Asana instead of vibe coding their own tools, and where she thinks AI agents like Every’s internal Claudie employee require human managers.If you found this episode interesting, please like, subscribe, comment, and share!To hear more from Dan Shipper:Subscribe to Every: https://every.to/subscribeFollow him on X: https://twitter.com/danshipperTimestamps:00:01:05 Introduction00:02:35 How Natalia manages Claudie, the consulting team's AI project manager00:04:55 Why the consulting team still pays for SaaS products00:11:47 Codex as a game changer00:14:55 Building personalized learning guides and illustrated explainers with AI00:21:40 Inside Natalia's AI-powered email triage system00:26:44 The shift from knowledge work as sculpting to knowledge work as gardening00:28:57 Using Codex to one-shot a custom CRM00:33:16 Using Codex to build an app that coordinates her father's medical careLinks to resources mentioned in the episode:Natalia Quintero on X: https://x.com/NataliaZarinaAsana (project management): https://asana.comEvery Consulting: https://every.to/consultingGo to attio.com/every and get 15% off your first year.
Summary
- 🌱 Knowledge Work as Gardening: AI shifts users from manually completing tasks to designing loops and systems that let agents handle execution while humans provide oversight and refinement.
- 🤖 AI Agents Need Management: Internal agents like Claude thrive on SOPs but require ongoing human direction for quality and context, leading to hybrid human-AI teams rather than full replacement.
- 🛠️ Build vs. Buy Decisions: Even with powerful vibe-coding tools, teams often choose professional SaaS like Atio for robust logic and lower maintenance burden on custom CRMs and pipelines.
- 👨👩👧 Personal Life OS: Non-technical users are creating custom apps for family care coordination, email triage, and learning, dramatically reducing administrative load.
- 📈 Rapid Capability Jumps: Recent model releases have made previously experimental agents production-ready, enabling non-engineers to build sophisticated workflows in hours instead of weeks.
Insights
- What are the real limits of internal AI agents when replacing or augmenting human operations roles in growing teams?
- Time: 3:29 – 4:42
- Answer: Natalia explains that agents excel at SOP execution but still require constant managerial oversight for taste/excellence and that humans are needed for surfacing insights and interpersonal work. This leads to hiring both AI and people. It highlights the hybrid future of work rather than full replacement.
- How is AI transforming knowledge work from sculpting individual tasks into gardening systems and loops that compound over time?
- Time: 26:27 – 27:32
- Answer: The transcript describes shifting from manual execution to building shared context, flowcharts, and oversight mechanisms so AI handles repetitive work while humans intervene at key points. This enables scaling operations without proportional human effort. It matters because it redefines productivity for executives and teams adopting agentic tools.
- How can non-technical users leverage AI coding tools to build personal operating systems for complex life admin like family care coordination?