How we trained our AI to design supplement packaging that actually sells
The training data, the failures, and the breakthrough. A behind-the-scenes look at building Productifi's supplement packaging model.
From the lab notebook
Long-form thinking on building modern supplement brands, AI in product design, on-demand manufacturing, and what we're learning from merchants on Productifi.
The training data, the failures, and the breakthrough. A behind-the-scenes look at building Productifi's supplement packaging model.
GMP certification, on-demand manufacturing, and AI-driven QA have quietly changed the supplement dropshipping playbook. Here's what's different in 2026.
Real stores, real revenue, real customers. A deep dive into how founders are using AI to launch wellness brands in days, not years.
Everything you legally need on a dietary supplement label, in plain English. Including 2025 enforcement updates and the most common compliance mistakes.
The supplement category is crowded. Here's the positioning framework we've seen work for new brands launching in 2026.
A candid breakdown of how Productifi compares to other supplement and white-label apps on the Shopify App Store.
When AI-rendered product images convert better than studio shoots, when they don't, and what the data says about ecommerce conversion rates.
A practical, no-fluff walkthrough of going from idea to first paying customer in under two weeks. Tools, costs, timelines.