Workspace
The Logbook

From Prompt to Profit

The public logbook of Philipp Kendzior – Head of Data, strategist, AI pioneer and curious builder.

Author

Philipp Kendzior

Role

Head of Data, Continental Europe @ Sodexo

Topics

Agentic AI · Rapid Prototyping · Business Strategy

Latest Posts

From the Logbook

Strategy Meets Speed
New
Mindset & Strategy

Strategy Meets Speed

How Agentic AI turns managers into makers – and why I never want to go back.

As a manager, I always had brilliant strategies. What drives me now: turning them into working prototypes myself – in one evening instead of ten weeks. That's my new superpower.

10 March 20266 min
Read
My Wife, Her Established Food Brand, and the Dashboard I Built in My Spare Time
Case Studies

My Wife, Her Established Food Brand, and the Dashboard I Built in My Spare Time

An established food brand, over 10 years of customer data, AI expert bots and a dashboard that would cost hundreds of thousands in a corporation. Built in my spare time. This is the story.

9 minRead
From Frustration to Niche Site: How I Deployed cantwaitformycar.com with AI
Side Hustles

From Frustration to Niche Site: How I Deployed cantwaitformycar.com with AI

A BMW i4 that never arrived. A personal frustration. And a niche site with 399+ car models, daily crawls and SEO dominance – built in my spare time with Manus AI.

11 minRead
The 30-Minute Prototype: How I Turned Enterprise Data into an AI-Driven Food Analytics Tool
Case Studies

The 30-Minute Prototype: How I Turned Enterprise Data into an AI-Driven Food Analytics Tool

How I built a fully functional AI-Driven Food Data Analytics tool in 30 minutes using simulated FMS data, an external crawl and Manus AI – and what this means for enterprise managers.

10 minRead
From Gambio Professional to Shopify Grow: How AI Plans a 13-Week Migration That Loses No Data
Case Studies

From Gambio Professional to Shopify Grow: How AI Plans a 13-Week Migration That Loses No Data

13 weeks. Zero Data Loss. CLV maximisation. How I planned the complete Gambio-to-Shopify migration for Crunchy Queen with Manus AI – from strategy to the first concrete implementation steps.

11 minRead
Build Once, Launch Four Times: How AI Turns One Idea Into a Scalable Niche System
Case Studies

Build Once, Launch Four Times: How AI Turns One Idea Into a Scalable Niche System

Building on cantwaitformycar.com, three more niche affiliate websites went live within hours. Manus AI didn't just build – it first identified the right niches. That's the difference between a project and a system.

12 minRead
Coming Soon
Mindset & Strategy

AI as Strategy Partner: How I Make Business Decisions with Manus AI

From niche analysis to migration strategy – how AI doesn't just execute, but thinks along.

The Mission

Let's stop waiting and start building.

Rapid prototyping is no longer the privilege of developers. Join me on my journey and discover how you can become a capable maker as a manager again.

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