Exchange Solutions Delivers AI Data-Scientist Capabilities to Marketers

Exchange Solutions introduced Member Scoring & Intelligence (MSI), an AI analytics agent that converts raw loyalty member data into configured scores and live campaigns in a single conversational session. The system is built on AWS and targets retail loyalty teams that lack access to dedicated data science resources.

MSI exposes a built-in library of scoring templates and recommends methods based on a retailer's data distribution. Key built-in scores include:

• •Recency
• •Frequency
• •Monetary Value
• •Customer Lifetime Value
• •Churn Probability
• •Purchase Intent

The agent proposes configuration choices, for example Fibonacci-inspired time buckets for recency, and visualizes segments in real time. After scoring, MSI suggests tailored offer tactics per segment and can feed strategies directly into a live campaign during the same session. The product emphasizes explainability by surfacing rationales for methodological choices and recommended offers.

Retail loyalty programs generate rich behavioral datasets, but activation typically depends on analyst pipelines and long lead times. MSI operationalizes several ML-to-production tasks: automated feature selection and bucketing, rapid score generation, segment visualization, and direct integration with campaign systems. For practitioners, MSI is notable as a packaged MLOps shortcut that encodes common loyalty heuristics and reduces activation friction, while preserving transparency about methodology.

Evaluate how MSI handles data quality, privacy controls, and model governance at scale, and whether its scoring templates remain extensible for custom modeling. Also watch for integrations with major campaign platforms and how AWS services are used for compute, storage, and explainability pipelines.