AI Visibility Scorecard
LF Listing
lflisting.com · Technology
Borderline visible. AI bots can crawl LF Listing, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,807,934 of 2,707,521 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About LF Listing
from our crawl and measurement
LF Listing describes itself simply: "Find and list local businesses on LF Listing. Browse verified business directories, read reviews, and connect with trusted services in your area." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (WebSite, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, LF Listing is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Own a Business?
Join thousands of other businesses on LF Listing. Improve your visibility and reach more local customers today. Get Listed Now LF Listing Your trusted partner for finding local businesses and services. We're dedicated to connecting communities. Company About Us Our Team Contact Testimonials Discover Browse Listings Blog Resources Legal Privacy Policy © 2025 LF Listing. All rights reserved.
Is this your brand?
The exact fixes for LF Listing
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LF Listing.
Source & Attribution
Scored by Engagemii on August 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lflisting
Cite this score: Engagemii (2026). "AEO Score for LF Listing." Retrieved from https://engagemii.com/aeo/brands/lflisting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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