AI Visibility Scorecard
HeadLights LLC
headlights5qm.com · Professional Services
Borderline visible. AI bots can crawl HeadLights LLC, 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 4 times
ChatGPT · Meta AI · Claude
#135,981 of 528,946 in Professional Services for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Professional Services average 8
Top 79% of Professional Services
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Professional Services average 18
See what's behind this score →0
About HeadLights LLC
from our crawl and measurement
headlights5qm.com, based in Chicago, IL, describes itself simply: "HeadLights LLC specializes in career coaching, recruiting and leadership development." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (LocalBusiness) and an llms.txt file for AI models and a sitemap, but the score is capped by what is missing: a heading structure that lays out what it offers.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
- Company ·
- HeadLights LLC
- Website ·
- headlights5qm.com
- Industry ·
- Professional Services
- Location ·
- Chicago, IL
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 7, 2026
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
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 read your site and name it in answers. At 4/10, HeadLights LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for HeadLights LLC
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for HeadLights LLC.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/headlights5qm
Cite this score: Engagemii (2026). "AEO Score for HeadLights LLC." Retrieved from https://engagemii.com/aeo/brands/headlights5qm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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