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How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)

Daniel Blum, a product manager at B2B payments company Melio, has built a Claude- and Cowork-based productivity system that automates his Notion board, processes Slack and email, and runs self-improvement loops weekly, enabling him to run 70% to 80% of his workday through the AI assistant. Blum also created a 'Workstation' onboarding plugin that sets up a personalized Claude system for any Melio employee in about 15 minutes, scaling his personal workflow to the entire team.

read3 min views2 publishedAug 31, 2026
How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)
Image: Lennysnewsletter (auto-discovered)

Daniel Blum is a product manager at Melio, a B2B payments company, and one of the most systematic thinkers I’ve had on the show when it comes to personal AI infrastructure. He’s spent the past year building a Claude- and Cowork-based productivity system that manages his Notion board, processes his Slack and email, and runs self-improvement loops every week without needing to be prompted. Beyond his own workflow, Daniel built and scaled a “Workstation” onboarding plugin that gets any Melio employee up and running with a personalized Claude setup in about 15 minutes.

Listen or watch on YouTube, Spotify, or Apple Podcasts

What you’ll learn:

Why Daniel says the two rules that make any AI system powerful aren’t about the tool you pick

How his weekly prep automation fills an entire Notion board from scratch every Sunday, without his touching it

The morning brief feature that teaches Claude new internal terms on its own, so company jargon never slows it down

Why he describes Notion as “read-only” now, and what that says about how PM workflows are changing

The self-improvement loop that watches Daniel’s edits, spots recurring friction, and suggests new skills to build

How he uses a skill called “Improve” to filter the endless flood of AI tips without drowning in them

What he built to scale his personal system to every PM at Melio, and the UX lesson he learned the hard way

The capability gap that’s still keeping him from running 100% of his work through Claude

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In this episode, we cover:

([00:00](https://www.youtube.com/watch?v=p2qmX6TM0kw)) Daniel’s background and the PM overhead problem he needed to solve

([03:30](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=210s)) His AI stack at Melio

([05:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=300s)) The two rules that make any AI system genuinely powerful

([06:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=360s)) The Notion board Cowork built for him (and manages on his behalf)

([07:30](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=450s)) How he contextualizes Claude with voice memos, links, and recurring updates

([09:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=540s)) His weekly prep automation

([11:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=660s)) His morning brief

([15:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=900s)) How Claude flags unknown internal terms and saves them to context

([17:30](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1050s)) Running 70% to 80% of his workday through Cowork

([19:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1140s)) Chrome connector vs. MCPs for tools without integrations

([20:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1200s)) The real ROI question: why the early weeks feel slow, and why you push through anyway

([25:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1500s)) Scaling the system to the team with the Workstation plugin

([26:30](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1590s)) The self-improvement loop

([31:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1860s)) How the Improve skill separates actually useful AI tips from the hype

([32:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1920s)) The Workstation onboarding flow, and the UX lesson from distributing “Spectacular”

([38:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=2280s)) The 20% Claude still can’t do, and what changes when it can

([41:00](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=2460s)) What Daniel spends his reclaimed time on

([42:30](https://www.youtube.com/watch?v=p2qmX6TM0kw&t=2550s)) Claude rage

Tools referenced:

• Claude: [https://claude.ai](https://claude.ai)

• Notion: [https://notion.so](https://notion.so)

Other references:

• From a $6.90 newsletter to $3M API: How a non-coder built Memelord | Jason Levin: https://www.lennysnewsletter.com/p/from-a-690-newsletter-to-3m-api-how?utm_source=publication-search

• How the founder of Morning Brew built a Claude content machine that never runs out of ideas and never sounds like slop | Alex Lieberman: https://www.lennysnewsletter.com/p/how-the-founder-of-morning-brew-built?utm_source=publication-search

Where to find Daniel Blum:

LinkedIn: [https://www.linkedin.com/in/blumd/](https://www.linkedin.com/in/blumd/)

Website: [https://www.imdanielblum.com](https://www.imdanielblum.com)

Where to find Claire Vo:

ChatPRD: [https://www.chatprd.ai/](https://www.chatprd.ai/)

Website: [https://clairevo.com/](https://clairevo.com/)

LinkedIn: [https://www.linkedin.com/in/clairevo/](https://www.linkedin.com/in/clairevo/)

Production and marketing by [https://penname.co/](https://penname.co/). For inquiries about sponsoring the podcast, email [[email protected]](/cdn-cgi/l/email-protection).
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