lab-notes
Lessons from building AI products for the automotive industry.
H HomeN NotesM Meet
Featured
- Founder notesWhy Chadha Labs existsThe best automotive software gets built inside a real parts business, under real pressure, before anyone else is asked to use it.
- CatalogYour catalog, not your storefront, is the bottleneckA better storefront can't sell a part your catalog can't describe correctly.
- AgentsAgents that touch money need a human gateAutomate the work, not the decision, whenever the decision costs money.
- 10.14.26Why Chadha Labs existsFounder notes4 min
- 10.12.26Rebuilding off no-code: what breaks firstPlaybooks5 min
- 10.09.26Your catalog, not your storefront, is the bottleneckCatalog5 min
- 10.06.26Agents that touch money need a human gateAgents4 min
- 10.02.26What EDI taught us about retailer rulesEDI5 min
- 09.05.26ACES and PIES Explained: The Data Standards Behind Every Auto Parts ListingCatalog9 min
- 08.30.26Building a B2B Auto Parts Portal: What Distributors and WDs Should Look ForEcommerce9 min
- 08.28.26How AI Is Changing Fitment and Catalog Management in the Auto Parts AftermarketFitment8 min
- 08.22.26EDI for Auto Parts Suppliers: 850, 856, and 810 Without the HeadacheEDI8 min
- 08.15.26Selling Auto Parts on eBay, Amazon and Walmart: Automating Fitment, Listings and OrdersEcommerce9 min