Black Box Intelligence

What Black Box Intelligence does

Black Box Intelligence (legal entity TDN2K, LLC) is a Dallas-headquartered data and analytics provider focused on the restaurant industry. The company operates the Restaurant Performance Network, a 30+ year benchmarking dataset covering guest, workforce, and financial performance across restaurant segments, and layers four product pillars on top: Performance Intelligence (unified performance view across guest, workforce, and financial data), Guest Intelligence (surveys, reputation management, and restaurant-trained AI analytics), Financial Intelligence (comp sales and traffic benchmarks), and Workforce Intelligence (pay, benefits, and turnover benchmarks), with additional Investor and Supplier Intelligence modules. Platform capabilities include NLP-driven sentiment analysis, predictive analytics, AI-powered response automation, and menu-level survey tooling. The acquired brands GuestXM (formerly AreTheyHappy, 2022), MillerPulse (2021), and Yumpingo (2025) have been integrated to expand reputation management, U.S. segment coverage (50,000+ restaurant units added via MillerPulse), and UK guest experience capabilities.

The company sells exclusively through direct enterprise sales to large restaurant brands and franchise operators, using Order Form agreements with annual subscription terms that auto-renew, fees due within 15 days of invoice, and 'Request a Demo' calls-to-action on the website. Pricing is quote-based and not publicly disclosed. Customers include tier-1 U.S. and international chains such as Inspire Brands, Yum! Brands, Domino's, Wendy's, Chipotle, Papa John's, Brinker International, CKE Restaurants, Nando's, and Denny's, plus multi-location regional operators spanning casual dining, fast casual, fast food, breakfast, and BBQ segments. Backed by private equity firm Diversis Capital Partners (majority stake acquired 2021), Black Box Intelligence has pursued an active acquisition strategy (MillerPulse, AreTheyHappy, Yumpingo) alongside product launches such as Guest Intelligence in mid-2025 and NextGen Financial Intelligence in October 2025, repositioning the business from benchmarking vendor to AI-first restaurant performance platform.

Name

Black Box Intelligence

Legal name

TDN2K, LLC

Website

https://blackboxintelligence.com

Company type

Private

Founded year

1994

Operating status

Operating

Headcount range

11–50 employees

Short description

Black Box Intelligence is a Dallas-based restaurant performance intelligence platform that unifies guest, workforce, and financial benchmarks over a 30-plus-year dataset, serving enterprise restaurant brands across casual dining, fast casual, fast food, and QSR segments via subscription SaaS.

Ownership category

akta.pro rank

Headquarters

HQ city

Dallas

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Subscription / SaaS Platform Access: Subscription-based access to the Black Box Intelligence platform including Performance Intelligence, Guest Intelligence, Financial Intelligence, and Workforce Intelligence modules. Sold via Order Form with annual subscription terms that auto-renew. Fees are non-cancellable and non-refundable.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

Black Box Intelligence provides a unified AI-powered restaurant performance platform that combines guest experience management, financial benchmarking, and workforce intelligence into a single connected view. The platform delivers comparative industry benchmarks through the Restaurant Performance Network, built over 30+ years, enabling restaurant operators, marketers, finance teams, and HR teams to diagnose performance, benchmark against peers, and take prioritized actions. Subscriptions are sold via Order Form agreements to enterprise restaurant brands and franchise operators.

Product overview

Black Box Intelligence is a unified AI Restaurant Performance Platform combining guest experience management, financial benchmarking, and workforce intelligence. The platform architecture consists of a central Performance Intelligence layer powered by a Restaurant Performance Network (built over 30+ years), with four core product pillars: Guest Intelligence (surveys, reputation management, restaurant-trained AI analytics), Financial Intelligence (sales and traffic benchmarks), Workforce Intelligence (pay, benefits, and turnover benchmarks), and Market Intelligence (Supplier and Investor Intelligence). Key acquired brands include GuestXM Services (formerly AreTheyHappy, acquired 2022), MillerPulse (2021), and Yumpingo (2025) which expanded guest feedback and benchmarking capabilities. The platform integrates with social platforms (Facebook, Instagram, Google My Business, TripAdvisor, Yelp, Foursquare) and supports categories including POS, CRM/Loyalty, and Order & Pay systems.

Differentiator

Problem solved

Functional benefit

Brands

• GuestXM: Guest experience management platform formerly known as AreTheyHappy, providing AI-powered reputation management and customer feedback analysis for restaurants.
• Restaurant Performance Network

Products and services

• Performance Intelligence AI-powered platform module that connects guest sentiment, workforce performance, and sales data to tell operators what to fix and how to win. Provides prioritized action lists for system-wide performance improvement across enterprise restaurant brands.
• Guest Intelligence Complete guest experience management platform combining menu-level surveys, reputation management, and restaurant-trained AI analytics. Includes Smart Surveys, Unified Inbox, Response Enablement, Guest Recovery, and sentiment benchmarking for enterprise restaurant brands.
• Financial Intelligence Industry's most trusted restaurant sales and traffic benchmarks. Provides comp sales data, market performance analytics, and geographic breakdowns for competitive benchmarking by enterprise restaurant brands.
• Workforce Intelligence Industry's most trusted workforce benchmarks covering restaurant pay, benefits, turnover rates, and retention metrics. Includes percentile benchmarking across restaurant segments for HR teams and CPOs.
• Supplier Intelligence Restaurant intelligence platform for restaurant suppliers and vendors. Provides market data and benchmarking insights for supplier decision-making and market positioning.
• Investor Intelligence Restaurant intelligence platform for restaurant investors. Provides market insights and performance benchmarking for investment analysis and competitive positioning.
• Restaurant Performance Network The gold-standard data network providing connected guest experience, workforce, and financial benchmarks built over 30+ years. Powers competitive benchmarking across financial, workforce, and guest performance dimensions for all products in the platform.
• Restaurant-Trained Analytics AI analytics module using a dedicated restaurant-specific analytics model trained on restaurant industry data and real guest language. Surfaces trends, identifies root causes, and provides instant insights without noise.
• Guest Experience Survey Menu-level survey product for capturing real-time guest feedback at the location, server, or menu item level. Includes Smart Surveys with AI-powered question routing.
• Reputation Management Multi-channel reputation management module with Unified Inbox, Response Enablement, Task Management, and Guest Recovery workflows for managing online reviews and social interactions across major review and social platforms.
• GuestXM Services Customer experience and brand reputation management platform (formerly AreTheyHappy) acquired in May 2022. Uses AI to analyze customer feedback, reviews, and social interactions. Now integrated into Black Box Intelligence's Guest Intelligence offering.

Quantifiable outcome

• 9% of full-service restaurant units at risk for closure in 2026 based on Black Box Intelligence data (March 2026 analysis)
• +3 more outcomes

Named customers13 records

Segments5 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration10 records

AI capability5 records

Feature7 records

Partnerships

Three partnerships are on record, tiered core.

• YumpingocoreStrategic or Co-development Partner · 5 June 2025Black Box Intelligence acquired Yumpingo, a UK-based guest experience platform providing real-time insights to restaurants to improve operations and customer experience. The acquisition was Branded Hospitality Ventures' seventh portfolio exit since 2018. Yumpingo expands Black Box's international guest experience capabilities.
• AreTheyHappycoreStrategic or Co-development Partner · 10 May 2022Black Box Intelligence acquired AreTheyHappy, a customer experience and brand reputation management platform using AI to analyze customer feedback, reviews, and social interactions. The acquisition enhances Black Box's service offerings for the restaurant industry and delivers advanced insights into customer satisfaction and operational performance, particularly in the USA. AreTheyHappy is now integrated as GuestXM Services.
• MillerPulsecoreStrategic or Co-development Partner · 18 May 2021Black Box Intelligence acquired MillerPulse LLC, a restaurant industry benchmarking firm. The acquisition added 50,000 restaurant units and enhanced coverage across all segments of the U.S. restaurant market. MillerPulse expanded Black Box's competitive footprint and data capabilities within the Restaurant Performance Network.

Scale indicators3 records

Recent moves6 records

Expansion highlights6 records

Emerging players

• Placer.ai: Location analytics platform providing foot-traffic and visit intelligence for retail and restaurant brands. Comparable to BBI's Guest and Financial Intelligence layers for traffic benchmarking, though BBI's restaurant-specific dataset is deeper.
• ReviewTrackers: Reputation management and review analytics platform with multi-location and enterprise capabilities. Comparable to BBI's GuestXM (formerly AreTheyHappy) reputation management and unified inbox modules for restaurant and hospitality operators.

Direct peers

• Circana (CHD Expert): Consumer and foodservice data analytics company (CHD Expert is its restaurant vertical) tracking operator performance, menu, and consumer behavior. Comparable to BBI as a multi-decade foodservice benchmarking data provider serving operators and suppliers.
• Technomic: Restaurant industry research and advisory firm (part of Winsight) delivering foodservice market intelligence, consumer studies, and operator benchmarking. Closely comparable to BBI's Financial and Workforce Intelligence modules.
• Datassential: Foodservice industry research and insights firm providing menu, consumer, and operator intelligence. Comparable to BBI because it sells restaurant-industry benchmarking and consumer data to operators, suppliers, and investors — the same buyer set BBI serves.

Broad incumbents

• Qualtrics: Experience management platform covering customer, employee, and brand experience with survey, sentiment, and analytics capabilities. Comparable to BBI's Guest Intelligence and Workforce Intelligence modules, but at much broader scale and across many verticals.
• Toast: Public restaurant technology platform providing POS, payments, and increasingly analytics and guest experience tools for restaurants of all sizes. Comparable as a scaled restaurant-tech incumbent whose expanding analytics surface could overlap with BBI's benchmarking and guest modules.
• InMoment: Customer experience (CX) management platform with sentiment analytics, surveys, and reputation tooling across industries including hospitality. Comparable as a broader CX/voice-of-customer incumbent competing against BBI's Guest Intelligence module.
• Medallia: Enterprise customer experience and experience management platform with strong sentiment and feedback analytics. Comparable as a larger, well-funded CX incumbent whose enterprise reach could pressure BBI in the restaurant vertical over time.
• Olo: Public restaurant technology platform providing digital ordering, delivery, and guest data infrastructure for enterprise restaurant brands. Comparable as a restaurant-industry tech platform serving the same enterprise customers, with adjacent data and analytics ambitions.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/BlackBox_Intel

Revenue estimate

Valuation estimate

Number of profiles

Profiles7 records

Subsidiaries3 records

Funding overview

Funding rounds1 record

Investors1 record

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A3 records

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Black Box Intelligence