Research & Data Science — GPASS: Evidence-based insights on digital loyalty for specialty coffee and local communities
What does the research say?
Peer-reviewed studies confirm that frictionless, app-free digital loyalty programs drive higher adoption, engagement, and retention.
Bauat et al.
The Effectiveness of Loyalty Programs in Enhancing Customer Retention
Key Finding: Well-managed loyalty programs significantly improved repeat purchases and customer satisfaction.
Simple point earning and redemption systems 'significantly support long-term customer relationships and business success.'
Son et al., Information Systems Research
When Loyalty Goes Mobile: Effects of Mobile Loyalty Apps
Key Finding: Digital loyalty platforms led to higher customer spending, more frequent purchases, and more active reward redemptions.
Digital loyalty platforms drive greater customer engagement by making participation more convenient and accessible.
Naula, Aalto University
Customer Loyalty: Effects of Discount and Ease-of-Use
Key Finding: Straightforward, easy-to-use loyalty program interfaces led to significantly higher customer loyalty.
Simplicity in program design boosts engagement – customers are more loyal when the program is effortless to use.
Wharton & Verde Group
Understanding the Boomerang Effect of Loyalty Programs
Key Finding: Shoppers who encountered friction were 35% less loyal than those with frictionless experiences.
Minimizing barriers – avoiding extra apps or complex processes – keeps loyalty programs seamless and customers returning.
Myftaraj & Trebicka
Impact of Loyalty Card Programs on Customer Behavior
Key Finding: Customers who frequently used loyalty cards demonstrated significantly higher loyalty levels.
Easily accessible digital loyalty cards that require no additional app foster greater customer loyalty and repeat patronage.
Reducing friction and emphasizing simplicity in digital loyalty programs leads to higher customer adoption, ongoing engagement, and improved retention.
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We're building the infrastructure to make data science work for you
Behind every simple toggle your store sees, there's a powerful, modular AI system designed to learn, adapt, and scale -- so your loyalty program gets smarter over time without you lifting a finger.
A layered system built for evolution
Feature Layer
Collects and processes customer behavior signals: recency, frequency, spending patterns, and more.
Policy Layer
Pluggable decision-making models that can evolve from simple rules to advanced reinforcement learning.
Decision Engine
Real-time engine that selects the optimal action for each customer at every interaction.
Merchant Surface
A clean, simple interface. Merchants see results, not complexity.
What merchants see
Your store dashboard stays effortlessly simple. One toggle, clear metrics, zero data science jargon.
What powers it
A modular, version-controlled AI backend that can scale from a single store to thousands -- without rewriting a single line.
Designed to scale
The system evolves as the data grows. Each phase unlocks new capabilities without disrupting what already works.
Global Learning
A single intelligent model learns what works across all stores.
Hierarchical Models
Store clusters emerge. The model adapts strategies by business type and context.
Per-Store Intelligence
High-volume stores get dedicated models. Lower-volume stores remain pooled for stability.
Per-Customer AI
True personalization. Uplift models, causal inference, and meta-learners for each individual.