The State of Local Business in America 2026

Methodology

This report draws on Recommended.app's proprietary local-business dataset: 56,591 indexable business profiles, 139,402 approved user reviews, and 146 service cost guides, spanning 261 active US cities and 152 business categories. The long-tail city-tagged pool is larger still — 1,657 city-tagged business slugs — but headline figures use the 261 cities with active inventory and review volume.

City rating tables are limited to cities with a minimum of 50 approved reviews to avoid small-sample distortion. Cost figures are drawn from our per-city service cost guides and reflect typical published market rates at the time of collection. Bot-crawl figures come from 30 days of server-side request logs (May 2026), filtered to identified crawler user agents and excluding uptime-monitoring and security-scanning tools.

Data was collected and verified between January and June 2026. All figures are a point-in-time snapshot as of June 2, 2026.

License & citation. This report is published under a Creative Commons Attribution 4.0 International license (CC BY 4.0). You are free to share and adapt the data for any purpose, including commercially, with attribution to Recommended.app. See the Cite This Report section for ready-to-use snippets.

The AI Bot Land Grab

In a single 30-day window, AI bots crawled our local-business data 12.4x more than traditional search bots — and OpenAI's GPTBot alone crawled Recommended.app 5x more than Googlebot.

The single most important shift in local-business data isn't who's reading it — it's what. Over 30 days in May 2026, AI crawlers generated 457,311 requests against our pages versus just 36,773 from the traditional search trio of Googlebot, Bingbot, and YandexBot. Even setting aside Meta's outsized training crawler, AI bots still out-crawled search bots 4.3x (158,795 vs 36,773). GPTBot logged 5.2x Googlebot's hits; ClaudeBot logged 3x. Local commerce data is now being consumed primarily by machines that answer questions directly — not by indexes that send clicks.

AI Crawlers (30 days, May 2026)

Traditional Search Crawlers (30 days, May 2026)

AI bot total (incl. Meta): 457,311 — 12.4x the 36,773 traditional search bot total. Excluding Meta's training crawler: 158,795 — 4.3x search bots.

What Local Services Actually Cost in 2026

The same job costs wildly different amounts depending on the city. Plumbing labor runs 2.4x higher in New York ($285/hr) than Phoenix ($120/hr) — the widest hourly spread we measured. Detroit posts the cheapest handyman labor in the country at $80/hr, 41% below New York's $135. At the high end, a full roof replacement costs 2.1x more in Miami ($22,500) than in Dayton, OH ($10,500), where labor is cheaper and storm-grade materials aren't mandatory.

Where Americans Rate Local Service Highest

Among cities with at least 50 reviews, the top-rated markets are mid-tier metros — not the biggest names. Bakersfield leads the country at 4.79 stars, with Brownsville (4.78) and a tight 4.77 cluster of Gainesville, Lakeland, Shreveport, Spokane, Irvine, Stockton, Tallahassee, and Winston-Salem close behind. Smaller and mid-sized cities consistently outperform major metros on customer satisfaction.

Where the Reviews Live

Review volume concentrates in the largest metros. Houston leads with 7,209 approved reviews, followed by Miami (7,014) and Dallas (6,838). These high-volume markets cluster tightly around the 4.63–4.67 national norm — large samples regress toward the mean.

Lowest-Rated US Markets

The lowest-scoring markets (min 50 reviews) skew toward large, high-cost metros: Anaheim (4.54), Henderson (4.57), and Los Angeles (4.58). Two dynamics drive this — larger review samples pull averages toward the mean, and competitive, high-volume service markets see more critical reviews than smaller communities where reputation travels by word of mouth.

Most Competitive Local Service Markets

Restaurants dominate the directory with 11,923 businesses across 253 cities. Among home and personal services, handyman (1,209), cleaning (1,180), and auto repair (1,171) are the most competitive — and auto repair has the widest geographic footprint of any category, appearing in 341 cities.

Frequently Asked Questions