Companies exploring AI
You know AI can help, but not which business process to start with or how much to invest.
I spent 9 years on B2B products, often on factory floors, in warehouses and in stores, building systems from manufacturing and supply chain to wholesale and retail. Since 2025 I have been building my own products with AI, turning ideas into things people can use.
Learned how to break down complex systems and design permissions and workflows.
From wholesale and retail to factory production and supply chain collaboration, with rollouts in Southeast Asia.
Built 8 products and tools on my own, from requirements and design to launch and payments. With companies I work like a forward deployed engineer (FDE): on site, building agents into real workflows together with the team.
You know AI can help, but not which business process to start with or how much to invest.
You want your first business agent and need someone to pick the scenario, shape the design and review key work.
Product managers or developers who want to build a product alone with AI and get it launched and paid for.
Requirements live on factory floors, in warehouses and stores, not in meeting rooms.
No grand all-in-one plans. Get one real workflow running first.
No promises I cannot keep. Data and results are reported as they are.