The Company
Sandow Media empowers brands in the design, materials, beauty, and luxury sectors with innovative media, marketing, and research solutions. Through its premium platforms, Sandow connects clients to influential audiences and actionable market insights.
The Challenge
Sandow’s CEO recognized an untapped strategic asset: years of rich consumer research data that could transform how beauty and luxury brands make decisions. The problem? This intelligence sprawled across 150 different sources—spreadsheets, Typeform reports, databases—linked only by phone numbers. Even though Sandow collected data at remarkable efficiency, analysis was still manual and took weeks. With 87% of executives citing analytics as their competitive edge1, Sandow knew their approach was leaving opportunities on the table—both for them and their clients.
The Solution
Sandow partnered with A.Team to bring on Richard Abrich, a Principal AI Engineer experienced in building enterprise intelligence systems for complex data environments. Abrich designed an innovative two-phase system that first uses large language models to intelligently structure and categorize survey responses, then creates dynamic SQL views that allow models to respond to natural language business questions with accurate quantitative results (to learn more, read Richard’s blog on his approach). This architecture balanced Sandow’s need for accuracy and auditability with the accessibility required for business users to extract insights independently. In just one month, Abrich delivered a production-ready system that transformed Sandow’s trove of customer survey data into a scalable B2B intelligence platform that brands can query directly.
Acxiom 1
Technologies Used:
OpenAI GPT Models: Natural language understanding for query interpretation and intelligent data structuring from unstructured survey responses
PostgreSQL with Dynamic SQL Generation: Enterprise-grade data platform creating on-demand views for complex analytical queries
Docker & AWS: Production-ready containerized infrastructure ensuring reliability and scalability
FastAPI & React: API architecture with intuitive interface for natural language querying
Pydantic with Type Safety: Ensures data integrity and consistency across all AI transformations
"Business leaders can have conversations with their most complex data and get trustworthy, quantitative answers back in seconds, not weeks."

— Richard Abrich, Principal AI Engineer
The Results
Abrich transformed Sandow’s proprietary consumer intelligence into a novel B2B market research platform, turning a low-cost data stream into a high-value strategic asset.
Time to Insight
Reduced from weeks of manual analysis to real-time response
Data Asset Activation
Unified 150+ proprietary research sources into a single intelligence platform
Competitive Differentiation
Launched a live query platform tailored for beauty brands
Operational Efficiency
Eliminated dependency on manual analysis teams