AI systems for health & wellness
DTC Ecommerce · Chef-Made Meal Delivery
Turning meal subscriptions into long-term relationships
Fuel Meals had a churn problem dressed up as a preference problem. Customers were canceling before they ever found their fit. We launched Fuel One — a Shopify Plus headless build with an AI matching engine that learns what each subscriber actually wants, week after week.
Subscribers churned before they found their fit
Fuel Meals delivers chef-made meals to people chasing real goals — performance, recovery, weight, energy. But the onboarding survey was a one-shot, every-customer-gets-the-same set of menu suggestions. Generic recommendations missed the mark, and most cancellations happened in the first three weeks.
The team had the meals, the nutrition data, and the order history. None of it was feeding back into what each subscriber saw next week.
Static onboarding survey, no follow-up signal
Order history and ratings never reached the recommendation layer
Most churn happened before the third box landed
Shopify Plus headless + an AI matching engine
We rebuilt the storefront on Shopify Plus headless so the customer experience could move at AI speed. Behind it: a matching engine that ingests three streams — the preference survey, the meal nutritional database, and the rolling order + rating history.
Every week the engine assembles a personalized menu for each Fuel One subscriber. Every skip, swap, and rating becomes new signal. The system gets sharper with every box.
The stack
- · Shopify Plus headless storefront
- · Custom subscription + meal-selection flows
- · AI matching engine over preference, nutrition, and order data
- · Continuous preference surveys delivered inside the order flow
The wedge
Fuel One isn't a feature on the menu page — it's the retention layer. Subscribers stay because their plan keeps getting more accurate. Fuel Meals gets a moat made of preference data nobody else has.
What changed
Onboarding became continuous, not one-and-done
Every order taught the system more about each subscriber
Personalization moved from marketing claim to actual product
Fuel One became the retention engine
Lower churn for Fuel One subscribers
Cancels stopped happening in the first three weeks. Personalized menus held subscribers through the dropoff zone.
Match satisfaction
Subscribers rated their weekly menus 3.2x higher than the pre-launch baseline, and the rate kept climbing as the system learned.
Opt-in within 30 days
Two-thirds of new customers chose Fuel One within their first month. The retention layer became the default subscription.
Fuel One isn't a marketing feature. It's a flywheel. Every box teaches the system more about each subscriber, and the preference data that comes back is a moat no competing meal-kit brand can replicate.
Subscribers churning before they find their fit?
Let's talk about the personalization layer your retention curve has been waiting for. 30 minutes, no pitch deck.