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Case Study

Curia Commercial Real Estate

How Curia Leverages Enigma to Drive Smarter Real Estate Decisions

Real estate intelligence platform replaces sentiment-based estimates with verified revenue data for location analysis

Data Accuracy
66%+
Highly accurate vs. ground truth data sets
Revenue Granularity
Location-level
Individual store performance insights
Sales Performance
↑27%
Trackable growth trends for client locations
Platform Foundation
Backbone
Enigma data powers Curia's core platform
Client

Curia

Industry

Commercial Real Estate / Business Intelligence

Decision Maker

Curia Team

Product & Data Science

Volume

18M+ business locations analyzed

The Gap: When Sentiment Data Isn’t Enough

Curia is a leading platform that provides in-depth analysis into the business intelligence sector, helping businesses make data-driven expansion decisions. By combining geospatial and economic data, Curia identifies optimal business strategies and opportunity zones for retail growth.

But before integrating Enigma, Curia lacked a direct source of economic activity data. They relied on indirect indicators — sentiment analysis, weather patterns, seasonality — to approximate business performance. For a platform whose customers make serious financial decisions about real estate expansion, this gap between proxy signals and actual revenue data was a fundamental limitation.

Curia operates on a subscription-based model. Their customers include restaurants, hospitality providers, and storefronts. Retailers seeking to understand customer behavior and site performance. Researchers and academics analyzing economic trends. All of them needed something better than estimates.

The Challenge

The Challenge: Precision at the Micro Level

In order for Curia’s platform to deliver in-depth, micro-level location insights, they required a data partner that offers granular business and location intelligence to complement their sentiment, local, and economic analysis.

Traditional methods provided only broad, regionalized insights, leaving a gap in precise revenue data that could significantly impact site selection and expansion strategies. Without an accurate measure of economic performance, Curia’s ability to guide clients was limited.

The question wasn’t whether data mattered — it was whether any data source could deliver revenue estimates at the individual store level, with enough accuracy and coverage to build a platform on.

The Solution

The Enigma Solution: Revenue Data as Platform Backbone

Enigma provides Curia with the most accurate, timely source of economic activity with the highest coverage, offering detailed revenue insights that help identify high-performing locations and trends. Enigma’s data enhances Curia’s ability to predict business viability by delivering:

  • Highly accurate revenue estimates — not just at the overarching business level, but the individual store location-level
  • A clear picture of business performance over time — for better strategic decision-making
  • A foundation for business intelligence — tailored to retail research and expansion

The integration transformed Curia’s platform from one powered by proxy signals to one built on actual economic performance data.

Impact

The Impact: From Proxy Signals to Verified Revenue

The results speak for themselves. Enigma’s data didn’t just supplement Curia’s platform — it became the backbone.

66%+

Accuracy Rate

Validated against ground truth data sets

$4.8K

Average Daily Sales

Granular per-location revenue visibility

$1.75M

Yearly Revenue Estimates

Individual store-level insights

↑27%

Sales Performance

Trackable growth trends for client locations

Before Enigma

  • Relied on sentiment analysis, weather patterns, and seasonality as proxies
  • Only broad, regionalized insights available
  • No direct source of economic activity data
  • Limited ability to guide serious financial decisions

After Enigma

  • Platform built on verified revenue data from actual transactions
  • Micro-level, individual store-location insights
  • 66%+ accuracy validated against ground truth datasets
  • Customers make expansion decisions backed by real revenue data

Platform Foundation

Curia’s platform is built on Enigma’s data, which serves as its backbone and most trusted, comprehensive source of business performance. Product direction and business strategy are now shaped by reliable economic performance insights.

Proven Accuracy

More than 2 out of 3 times, Enigma has proven to have highly accurate business performance insights when compared to ground truth data sets, all while maintaining the utmost precision and granularity.

Industry-First Insights

Enigma’s data delivers unparalleled business value, as micro-level business location insights were previously unavailable in the industry. Risk mitigation improves as serious financial decisions are based on reliable, real-time data rather than broad, sentiment-based estimates.

Competitive Differentiation

While competitors offer broad business intelligence solutions, Curia differentiates itself with insights derived from actual business revenue performance — a higher standard of data integrity, and direct economic insights powered by Enigma.

Technical Details

Technical Specifications

Technical Specifications

Products
Enigma Revenue Data (Merchant Transaction Signals)
Coverage
18M+ business locations nationally
Granularity
Individual store location-level revenue estimates
Accuracy
66%+ match rate against ground truth data sets
Use Cases
Site selection, retail expansion, market analysis, economic research
Business Model
Subscription-based platform powered by Enigma data

Need reliable revenue data for location decisions?

Enigma provides the most accurate, timely source of economic activity data — from individual store revenue to market-level trends.