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Learn how local businesses get found and recommended by AI.

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132 articles · Page 2 of 11
Research9 min read

Why ChatGPT Shows a Lower Star Rating Than Google

Same business, same city: ChatGPT's Yelp-linked cards averaged 4.3 stars vs 4.9 on Google AI Mode. Why it happens and what to fix within Yelp's rules.

Published Sep 2026 · Dylan Allen-Arnegård
Research9 min read

Reddit SEO for Local Businesses: What AI Search Cites

Reddit is 1.2% of AI citations on home-services questions, and 93% of cited threads come from city subreddits. What it means, and Reddit's rules.

Updated Sep 2026 · Dylan Allen-Arnegård
Playbooks10 min read

How Do Restoration Companies Get Recommended by ChatGPT?

ChatGPT cited the BBB in 61% of its water damage restoration answers, four times its usual rate. What that means for restoration brands, market by market.

Updated Sep 2026 · Amadeus Peterson
Playbooks7 min read

sameAs Schema: JSON-LD Examples for Local Businesses

Working sameAs JSON-LD examples for a multi-location business: Organization on the homepage, LocalBusiness per branch, and which profile URLs go where.

Updated Sep 2026 · Amadeus Peterson
Playbooks9 min read

How Do Plumbing Companies Get Recommended by ChatGPT?

ChatGPT showed a plumber under 4 stars in 37.6% of plumbing answers with map cards; Google AI Mode, 2.6%. Why, and what to fix, from 9,457 AI answers.

Updated Sep 2026 · Dylan Allen-Arnegård
Comparisons8 min read

Birdeye Alternatives & Competitors: 10 Compared With Prices

Ten Birdeye alternatives for multi-location service brands, compared on reviews, listings, AI answer tracking, and prices checked September 23, 2026.

Updated Sep 2026 · Dylan Allen-Arnegård
Comparisons7 min read

Best Review Management Software for Home Services (2026)

Eleven review tools for HVAC, plumbing, and home services: prices checked September 23, 2026, technician attribution, and where each falls short.

Updated Sep 2026 · Dylan Allen-Arnegård
Comparisons9 min read

How Much Does AI Visibility Software Cost? 2026 Prices

Published prices for 20 AI visibility and local search tools, checked September 23, 2026: $24.99 to $295 a month at entry, and what 25 locations cost.

Updated Sep 2026 · Dylan Allen-Arnegård
Playbooks11 min read

How Do HVAC Companies Get Recommended by ChatGPT?

ChatGPT answers HVAC replacement questions with prices, financing and warranties, and furnace emergencies with 24/7 service. Data from 9,573 AI answers.

Updated Sep 2026 · Dylan Allen-Arnegård
Research9 min read

AI Visibility Score: What's Good? 2026 Benchmarks

The median home-services company is named in 29.5% of AI answers; 34.9% puts you in the top quarter. Benchmarks from 13 companies, by engine.

Updated Sep 2026 · Dylan Allen-Arnegård
Playbooks9 min read

What Should Location Pages Include for AI Search? 2026 Data

We sorted 74,969 AI citations to contractor sites: 43% homepages, 48% service and location pages, 1.5% blogs. The location page spec to copy.

Updated Sep 2026 · Dylan Allen-Arnegård
Playbooks9 min read

How Do Franchise Brands Get Recommended by ChatGPT?

National franchise brands appeared in 24% of AI answers but filled 7.5% of the named slots. AI names locations, so a franchise wins one location at a time.

Updated Sep 2026 · Dylan Allen-Arnegård

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