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AI Visibility Scorecard
Harbor Flood Light
harborfloodlight.com · E-commerce
At 2.8/10, Harbor Flood Light is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 3 times
Claude · Apple Intelligence · Meta AI
#564,819 of 649,846 in E-commerce for AI visibility
2.8
/10
AEO Score
About Harbor Flood Light
from our crawl and measurement
"HarborFloodLight.com Flood light for external lighting of wet or dirty areas." That is how Harbor Flood Light introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Product) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.8/10, Harbor Flood Light is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Harbor Flood Light
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Harbor Flood Light.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harborfloodlight
Cite this score: Engagemii (2026). "AEO Score for Harbor Flood Light." Retrieved from https://engagemii.com/aeo/brands/harborfloodlight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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