Ann Arbor Datasets

Restaurant intelligence dataset for Ann Arbor, Michigan with a population of over 123k. Filtered by the Restaurants category group with verified business profiles, review sentiment, competitive analysis, and contact information. Refreshed weekly.

Complete restaurant census for the Ann Arbor (Metro), Michigan metro, covering Ann Arbor. Covers a growing metropolitan dining market, filtered by the Restaurants category group. Includes verified business profiles, review analytics, competitive rankings, and contact details. Refreshed weekly.

The "Low Hanging Fruit." They have the budget but need the tech. Restaurants well-established (Beam Score > 70) and performing (sentiments last 30 days > 10 that lack online reservation AND online ordering Ready for technology adoption and modernization.

Marketing Agency Gold. High-rated restaurants (>4.5 rating) with low to zero social presence (<100 followers OR no social profiles) for social media marketing. Great product, terrible distribution -> Pitch them Growth.

--Social Platform Gap-- High IG followers (>10k) but near-zero activity on TikTok presence. Perfect for social media and content agencies.

--Defensible Leaders-- Top 20 ranked high-volume restaurants per category in every US state. Each venue with massive review volume. The safest bets. Uses State Rank to find the absolute biggest players.

--Defensible Leaders-- Top 20 ranked high-volume restaurants per category in every US state. Each venue with massive review volume. The safest bets. Uses State Rank to find the absolute biggest players.

--Reach Independent Inboxes-- Weekly verified, high-deliverability emails. Only for established, independent restaurants (or micro-chains) – large chain enterprises excluded. Weekly email verification and detailed analysis via our proprietary infrastructure. Business activity validated by an "Active Heartbeat" signal.

--High-Volume, Active targets-- Popular restaurants sitting in the Top 30% of their local market for proven foot traffic and review volume within the last 30 days and a state-wide market scope. These are the highest-velocity, actively transacting accounts for payment processing, POS systems, and supply chain sales. Validated by an "Active Heartbeat" signal.

--High-Volume, Active targets-- Popular restaurants sitting in the Top 30% of their local market for proven foot traffic and review volume within the last 30 days and a state-wide market scope. These are the highest-velocity, actively transacting accounts for payment processing, POS systems, and supply chain sales. Validated by an "Active Heartbeat" signal.

--Defensible Leaders-- Top 50 ranked high-volume restaurants. Each venue with massive review volume. The safest bets. Uses State Rank to find the absolute biggest players.

--Defensible Leaders-- Top 50 ranked high-volume restaurants. Each venue with massive review volume. The safest bets. Uses State Rank to find the absolute biggest players.

Complete state-level restaurant data for Michigan. This dataset captures every active restaurant listing filtered by the Restaurants category group, providing comprehensive coverage for statewide market research. Includes ratings, reviews, sentiment data, and competitive metrics. Refreshed weekly.

--Breakout Venues with Verified Foot Traffic Momentum-- Established restaurants, multi-unit operators, and franchises currently experiencing a sharp, confirmed spike in transaction volume. Rather than looking at static 5-star ratings, this dataset measures Review Velocity as a direct proxy for real-world foot traffic and revenue growth. These venues have accelerated their 90-day transaction pace by 20%+ compared to their historical 360-day baseline. In a tightening economic market, these are the rare operators actively capturing market share, hitting physical capacity, and outperforming their local competitors. They require immediate expansion capital, equipment financing, and operational scale. Every listing is confirmed active with a minimum baseline of recent foot traffic to eliminate statistical noise.

--Breakout Restaurants with Verified Momentum-- Established, active restaurants currently experiencing a sharp and confirmed spike in customer sentiment. These are previously stable or under-the-radar venues where the historical 360-day sentiment was normal, but recent 90-day sentiment has surged by 20%+. That's a leading indicator of explosive foot-traffic growth, a successful management overhaul, or viral market traction. Every listing is an independent restaurant (no nation-wide chains), confirmed active with 100+ total reviews and an "Active Heartbeat" signal within the last 90 days.

--Distressed Venues with Verified Decline-- Established, well-reviewed restaurants, bars, and cafes now experiencing a sharp and confirmed drop in Transaction Velocity & Customer Sentiment. These are previously high-performing venues where the 360-day sentiment was strong, but 90-day sentiment has crashed by 30%+. That's a leading indicator of operational trouble, ownership fatigue, or market-ready distress. Every listing is an independent hospitality and food & beverage location (no nation-wide chains), confirmed active with 100+ total reviews and an "Active Heartbeat" signal within the last 90 days.

The Startup List. Businesses that registered their website domain < 365 Days ago. They are in the "Setup Phase"—need everything (Payroll, Insurance, SEO).