Black Box Intelligence

Black Box Intelligence

Black Box Intelligence (formerly TDn2K) is a Dallas-based data analytics firm focused exclusively on the restaurant industry. Founded in the 2000s, it aggregates point-of-sale, customer feedback, and employee survey data from member restaurants to produce benchmarking reports. The firm serves over 300 restaurant brands, including both public chains and privately held concepts (per the firm's website, 2025). Its core product is a performance benchmarking platform covering same-store sales, traffic, guest satisfaction, and employee turnover metrics. Clients use these benchmarks to compare unit-level performance against industry peers. The firm also publishes periodic industry reports on labor trends, menu pricing, and consumer behavior. Sector coverage spans quick service, fast casual, casual dining, and fine dining categories. Black Box Intelligence is privately held and does not disclose ownership structure or AUM. It operates as an independent B2B analytics provider rather than a family office or investment vehicle. The Dallas headquarters hosts the executive team, sales, and data science functions; no additional offices have been publicly listed. In 2024, the firm expanded its dataset to include off-premise and delivery channel metrics as restaurant operators navigate post-pandemic revenue mix shifts (per Nation's Restaurant News, 2024). Unlike a typical asset manager, Black Box Intelligence sells its research as a subscription service. It acts as a central data aggregator in an industry where competitors guard their numbers. Its structural role is closer to a syndicated research house than an allocator of capital — a commercial intelligence provider, not a fund.