Hero
Predictive Analytics & ML
Recommendation Engines
Grocery Retail

AI-Personalised Offers and Loyalty Analytics for a Regional Grocery Chain


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Problem

One-size-fits-all loyalty offers

A 38-store regional grocery chain in the US Midwest ran a plastic-card loyalty programme that did little more than accumulate points. Weekly coupon mailers went to every member identically, redemption sat below 2%, and category managers planned promotions from month-old spreadsheet exports. Younger shoppers were drifting to national competitors whose apps surfaced offers that actually matched what they bought.

Solution

Personalised coupons, data-driven merchandising

We built a recommendation engine trained on two years of anonymised basket history that scores every loyalty member against the week's offer inventory, delivering personalised digital coupons and product suggestions through a rebuilt loyalty app. A merchandising analytics dashboard gives category managers store-level views of redemption, basket affinity, and promotion lift, so weekly offer planning runs on current data instead of habit.

Measurable Impact

What changed after launch

Digital coupon redemption rate rose from under 2% to 11% within the first 5 months

Members receiving personalised offers grew average basket size by 8.5% versus the untargeted control group

Active loyalty app usage reached 46% of enrolled members, up from 17% on the legacy points portal

Weekly promotion planning time for category managers dropped from two days to under three hours

Tech & Tools Used

What powered the build

Next.js
React Native
Node.js
Python (FastAPI)
scikit-learn
LightFM
PostgreSQL
Apache Airflow
Firebase Cloud Messaging

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