Not Your Average Directory
Most business directories were built for 2010-era search. We built Twin Cities Experts for the way people actually find businesses today.
AI-Researched from Day One
Every listing in our directory was compiled using AI from publicly available sources — not scraped from other platforms, not user-submitted without verification. Real businesses, real data, responsibly sourced.
Readable by AI Search Engines
We publish structured data that AI assistants like ChatGPT, Perplexity, and Google AI can read and cite. When someone asks an AI 'find a plumber in Minneapolis,' our listings are in the answer.
Machine-Readable Structure
Every page emits JSON-LD LocalBusiness schema, category taxonomy, geographic data, and a site-wide llms.txt manifest — the exact signals AI search engines use to understand and surface local businesses.
Built for the AI Era
Traditional SEO alone is no longer enough. We optimize for the new discovery layer: AI assistants, conversational search, and zero-click answers — where the next generation of customers will find local businesses.
How We Research Businesses
Our AI research process is transparent, responsible, and focused on publicly available information only.
Identify Local Businesses
We use AI to identify real businesses operating in the Twin Cities metro area across priority categories — Home Services, Restaurants, Auto & Mechanical, Real Estate, Beauty, Health & Wellness, and Business Services. Our sources are limited to publicly available information: official business websites, public directories, state business registries, and other openly accessible data.
Collect Safe Public Fields Only
For each business, we collect only safe, publicly available fields: business name, category, city, address (if publicly listed), phone number, website URL, and basic business type. We do not copy reviews, star ratings, photos, descriptions, or any proprietary content from Google, Yelp, Facebook, or any other platform.
Generate Neutral AI Descriptions
For businesses without a publicly available description, we generate a short, neutral description using AI. These descriptions follow a strict template: '[Business Name] is a local [category] business serving [city] and nearby Twin Cities communities.' We never make claims about quality, licensing, ratings, or trustworthiness unless that information is confirmed from a reliable source.
Deduplicate and Verify
Before publishing any listing, our system checks for duplicates using business name, phone number, website, and address. If a match is found, we update missing fields rather than creating a duplicate. Low-confidence listings are flagged for admin review before publication.
Publish as Free Unclaimed Listings
All AI-researched listings are published as free, unclaimed listings. They are clearly labeled so visitors know the listing was created from public data. Business owners can claim their listing at any time — for free — to update information, add photos, respond to reviews, and upgrade to a verified or pro plan.
Where Our Business Data Comes From
Transparency is a core principle of Twin Cities Experts. Below is a complete breakdown of the data sources we use, what we explicitly exclude, and the standards we apply to every listing.
Approved Data Sources
Minnesota Secretary of State — Business Registry
What we collect: Official business name, registered address, entity type, and active/inactive status for Minnesota-registered businesses.
Why: Primary authoritative source for confirming a business legally exists and operates in Minnesota.
Official Business Websites
What we collect: Business name, address, phone number, website URL, service descriptions, and hours as published by the business itself.
Why: Owner-published information is the most accurate and up-to-date representation of a business.
Public Business Directories & Registries
What we collect: Business name, category, city, phone, and website from openly accessible public directories that aggregate publicly available business data.
Why: Cross-referencing multiple public sources improves data accuracy and helps identify active businesses.
City & County Business License Records
What we collect: Business name, address, license type, and license status where publicly available from Minneapolis, St. Paul, and surrounding municipalities.
Why: Licensing records confirm a business is authorized to operate in a specific jurisdiction.
Better Business Bureau (BBB) Public Listings
What we collect: Business name, address, phone, category, and accreditation status as publicly listed on bbb.org.
Why: BBB public listings are a widely recognized, openly accessible source of local business information.
AI-Generated Neutral Descriptions
What we collect: Short, factual business descriptions generated by AI for listings that lack a publicly available description.
Why: Provides visitors with basic context about what a business does without making unverified claims.
What We Explicitly Do NOT Use
To respect intellectual property rights and platform terms of service, the following data is never collected, copied, or used in any Twin Cities Experts listing:
Google Maps / Google Business
Reviews, star ratings, photos, Q&A, owner responses, and any Google-owned content
Yelp
Reviews, ratings, photos, tips, check-ins, and any Yelp-owned content
Facebook / Meta
Reviews, check-ins, posts, photos, and any Meta-owned content
TripAdvisor
Reviews, ratings, photos, traveler rankings, and any TripAdvisor-owned content
Angi / HomeAdvisor
Reviews, ratings, project costs, and any Angi-owned content
Houzz
Reviews, project photos, ideabooks, and any Houzz-owned content
Data Quality Standards
No Unverified Claims
AI-generated descriptions never use words like 'best,' 'trusted,' 'licensed,' 'insured,' or 'top-rated' unless that status is confirmed from an authoritative source.
Deduplication Before Publish
Before any listing is created, our system checks for duplicates by business name, phone number, website, and address. Existing listings are updated rather than duplicated.
Low-Confidence Flagging
Listings where data confidence is low — such as businesses with conflicting information across sources — are flagged for admin review before publication.
Owner Override Priority
Once a business owner claims their listing, all owner-provided information takes full precedence over AI-researched data. The AI-researched badge is removed upon claiming.
Correction & Removal Requests
Any business owner or member of the public can request a correction or removal. We process these requests on an ongoing basis and prioritize accuracy.
No Sensitive Data
We never collect or publish personal information about business owners, employees, or customers. All data is limited to business-level public contact information.
How We Optimize for AI Search
When someone asks ChatGPT or Perplexity for a local business recommendation, here's how Twin Cities Experts ensures our listings appear in the answer.
Every business profile page emits a machine-readable LocalBusiness schema tag containing the business name, address, phone, website, category, and rating. This is the primary signal AI search engines use to identify and cite local businesses.
The site-wide Organization and WebSite schemas tell AI crawlers who we are, what we do, and how to search our directory — enabling sitelinks and direct citations in AI-generated answers.
We publish a /llms.txt file — the emerging standard for AI-readable site manifests — that describes our directory structure, data sources, update frequency, and how AI systems should interpret our content.
Our robots.txt explicitly welcomes all major AI crawlers: GPTBot (ChatGPT), PerplexityBot, ClaudeBot (Anthropic), Applebot, Bingbot, and Googlebot. We never block AI indexing.
A live sitemap.xml covering all 515+ business listings, category pages, and city pages is generated on demand and submitted to Google Search Console and Bing Webmaster Tools for rapid indexing.
Pages like this one include FAQPage JSON-LD schema, which enables AI systems to directly cite our answers when users ask questions about how Twin Cities Experts works.
Optimized for these AI platforms:
What This Means for Your Business
Being listed on Twin Cities Experts means your business is discoverable not just on Google — but on every major AI platform where the next generation of customers is searching.
Listing Ranking Order
Verified Expert
Admin-verified, complete profile
Pro Plan
Paid plan with enhanced visibility
Free Claimed
Owner-managed free listing
Free Unclaimed (Complete)
AI-researched with full data
Free Unclaimed (Limited)
AI-researched with partial data
Our Commitment to Accuracy
AI research is powerful, but it isn't perfect. We take accuracy seriously. Business owners can claim their listing and correct any information at any time. If a listing contains an error, is outdated, or represents a business that has permanently closed, we want to know — and we'll fix it promptly.
Free to Claim
Any business owner can claim and update their listing at no cost.
Correction Requests
Contact us to report errors, outdated info, or closed businesses.
Owner Priority
Owner-provided information always takes precedence over AI-researched data.
Frequently Asked Questions
Everything you need to know about how our AI research and optimization works.