--- schema: 1 type: video title: 'How We Built ''Claudie,'' Our AI Project Manager (Full Walkthrough)' description: >- A few weeks ago, Natalia Quintero wouldn’t have called herself technical. But since the beginning of January, she has woken up at 6 a.m. to vibe code with Claude. The AI project manager she built saved her 14 hours a week. Getting there meant scrapping the system three times and starting over. But the result handles everything from onboarding new clients to generating weekly updates across all projects. Natalia is the head of AI consulting at Every. As part of the role, she's spoken with over 100 organizations in the past year and worked with a select two dozen, including hedge funds, private equity firms, and Fortune 500 companies. She’s seen what separates companies thriving with AI from those floundering, and it comes down to patterns that have nothing to do with having the most resources or the fanciest tools. Dan Shipper had her on AI & I to share what she’s learned from this front-row seat to AI adoption. Quintero reveals how a private equity firm cut investment memo creation from three weeks to 30 minutes, why AI adoption needs to come from the top down, and what happened when she learned from her early morning experiments. She also explains why the companies going furthest with AI are the ones that give employees permission to fail—and how that counterintuitive approach is revolutionary. If you found this episode interesting, please like, subscribe, comment, and share! Want even more? Sign up for Every to unlock our ultimate guide to prompting ChatGPT here: https://every.ck.page/ultimate-guide-to-prompting-chatgpt. It’s usually only for paying subscribers, but you can get it here for free. To hear more from Dan Shipper: Subscribe to Every: https://every.to/subscribe Follow him on X: https://twitter.com/danshipper Ready to build a site that looks hand-coded—without hiring a developer? Launch your site for free at www.Framer.com, and use code DAN to get your first month of Pro on the house. Timestamps: 00:00:00 - Introduction 00:01:30 - Why successful AI adoption requires coordinated, top-down effort 00:07:05 - How a private equity firm reduced investment memo creation from weeks to 30 minutes 00:13:30 - The benefits of connecting AI to proprietary context 00:15:20 - The plan-delegate-assess-compound framework for engineering teams 00:17:55 - How non-technical team members are becoming vibe coding addicts 00:20:50 - Building Claudie: an AI project manager from scratch 00:23:00 - Why creative exploration time outside the 9-to-5 is essential 00:27:50 - Live demo: How Claudie automates client onboarding and tracking 00:38:40 - The human side of AI: spending less time in spreadsheets, more time with people Links to resources mentioned in the episode: Natalia Quintero: Natalia Quintero (@NataliaZarina) What Natalia learned from working with companies on AI adoption: https://every.to/on-every/the-next-chapter-of-every-consulting Every’s compound engineering plugin: https://github.com/EveryInc/compound-engineering-plugin canonical: >- https://liquidgold.cc/channel/everyinc/explore/video/how-we-built-claudie-our-ai-project-manager-full-wa-34bac54520a7 markdown: >- https://liquidgold.cc/channel/everyinc/video/how-we-built-claudie-our-ai-project-manager-full-wa-34bac54520a7.md llms: null parent: 'https://liquidgold.cc/channel/everyinc.md' channel: everyinc updated: '2026-10-24T01:05:11.770Z' language: null children: [] videoId: LG943MX-Krg durationSeconds: 2835 publishedAt: '2026-02-04T16:36:00.000Z' searchChunks: - ordinal: 0 text: null startSeconds: 110 endSeconds: 195 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=110' heldReason: rights - ordinal: 1 text: null startSeconds: 206 endSeconds: 313 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=206' heldReason: rights - ordinal: 2 text: null startSeconds: 323 endSeconds: 430 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=323' heldReason: rights - ordinal: 3 text: null startSeconds: 551 endSeconds: 632 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=551' heldReason: rights - ordinal: 4 text: null startSeconds: 643 endSeconds: 732 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=643' heldReason: rights - ordinal: 5 text: null startSeconds: 743 endSeconds: 811 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=743' heldReason: rights - ordinal: 6 text: null startSeconds: 824 endSeconds: 932 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=824' heldReason: rights - ordinal: 7 text: null startSeconds: 943 endSeconds: 1078 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=943' heldReason: rights - ordinal: 8 text: null startSeconds: 1089 endSeconds: 1259 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1089' heldReason: rights - ordinal: 9 text: null startSeconds: 1259 endSeconds: 1269 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1259' heldReason: rights - ordinal: 10 text: null startSeconds: 1269 endSeconds: 1383 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1269' heldReason: rights - ordinal: 11 text: null startSeconds: 1269 endSeconds: 1383 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1269' heldReason: rights - ordinal: 12 text: null startSeconds: 1383 endSeconds: 1675 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1383' heldReason: rights - ordinal: 13 text: null startSeconds: 1686 endSeconds: 1797 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1686' heldReason: rights - ordinal: 14 text: null startSeconds: 1808 endSeconds: 1897 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1808' heldReason: rights - ordinal: 15 text: null startSeconds: 1909 endSeconds: 2009 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1909' heldReason: rights - ordinal: 16 text: null startSeconds: 2019 endSeconds: 2112 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=2019' heldReason: rights - ordinal: 17 text: null startSeconds: 2253 endSeconds: 2322 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=2253' heldReason: rights - ordinal: 18 text: null startSeconds: 2333 endSeconds: 2452 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=2333' heldReason: rights - ordinal: 19 text: null startSeconds: 2452 endSeconds: 2462 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=2452' heldReason: rights - ordinal: 20 text: null startSeconds: 2654 endSeconds: 2665 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=2654' heldReason: rights - ordinal: 21 text: null startSeconds: 1089 endSeconds: 1259 watch: 'https://liquidgold.cc/watch/LG943MX-Krg?t=1089' heldReason: rights --- # How We Built 'Claudie,' Our AI Project Manager (Full Walkthrough) A few weeks ago, Natalia Quintero wouldn’t have called herself technical. But since the beginning of January, she has woken up at 6 a.m. to vibe code with Claude. The AI project manager she built saved her 14 hours a week. Getting there meant scrapping the system three times and starting over. But the result handles everything from onboarding new clients to generating weekly updates across all projects. Natalia is the head of AI consulting at Every. As part of the role, she's spoken with over 100 organizations in the past year and worked with a select two dozen, including hedge funds, private equity firms, and Fortune 500 companies. She’s seen what separates companies thriving with AI from those floundering, and it comes down to patterns that have nothing to do with having the most resources or the fanciest tools. Dan Shipper had her on AI & I to share what she’s learned from this front-row seat to AI adoption. Quintero reveals how a private equity firm cut investment memo creation from three weeks to 30 minutes, why AI adoption needs to come from the top down, and what happened when she learned from her early morning experiments. She also explains why the companies going furthest with AI are the ones that give employees permission to fail—and how that counterintuitive approach is revolutionary. If you found this episode interesting, please like, subscribe, comment, and share! Want even more? Sign up for Every to unlock our ultimate guide to prompting ChatGPT here: https://every.ck.page/ultimate-guide-to-prompting-chatgpt. It’s usually only for paying subscribers, but you can get it here for free. To hear more from Dan Shipper: Subscribe to Every: https://every.to/subscribe Follow him on X: https://twitter.com/danshipper Ready to build a site that looks hand-coded—without hiring a developer? Launch your site for free at www.Framer.com, and use code DAN to get your first month of Pro on the house. Timestamps: 00:00:00 - Introduction 00:01:30 - Why successful AI adoption requires coordinated, top-down effort 00:07:05 - How a private equity firm reduced investment memo creation from weeks to 30 minutes 00:13:30 - The benefits of connecting AI to proprietary context 00:15:20 - The plan-delegate-assess-compound framework for engineering teams 00:17:55 - How non-technical team members are becoming vibe coding addicts 00:20:50 - Building Claudie: an AI project manager from scratch 00:23:00 - Why creative exploration time outside the 9-to-5 is essential 00:27:50 - Live demo: How Claudie automates client onboarding and tracking 00:38:40 - The human side of AI: spending less time in spreadsheets, more time with people Links to resources mentioned in the episode: Natalia Quintero: Natalia Quintero (@NataliaZarina) What Natalia learned from working with companies on AI adoption: https://every.to/on-every/the-next-chapter-of-every-consulting Every’s compound engineering plugin: https://github.com/EveryInc/compound-engineering-plugin Canonical: https://liquidgold.cc/channel/everyinc/explore/video/how-we-built-claudie-our-ai-project-manager-full-wa-34bac54520a7 · Channel: [Every](https://liquidgold.cc/channel/everyinc.md) > Search chunk text is held until public-source provenance is verified. ## Document chunks > Missing: no stored document chunks are available.