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AI Visibility Scorecard
byrdlake.com · Real Estate
At 1.8/10, Craig Kincheloe, LLC 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 4 times
Apple Intelligence · Claude · Meta AI
#596,274 of 665,805 in Real Estate for AI visibility
2
AEO Visibility
iNear-invisible · 1.8/10
35
Muse Index Score
iAI agent readiness
Transactable · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
16619 Indian Mound Rd, Tampa, FL, 33618, based in Tampa, FL, describes itself simply: "Located on the private Byrd Lake, shared in part with Avila, one of Tampa's most exclusive neighborhoods, this rare lakefront parcel is an opportunity that has not surfaced in many years." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.8 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. What holds it back is structured data describing the business, the technical files AI engines look for, such as llms.txt or an open robots.txt, a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
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.
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 1.8/10, Craig Kincheloe, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
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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.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/byrdlake
Cite this score: Engagemii (2026). "AEO Score for Craig Kincheloe, LLC." Retrieved from https://engagemii.com/aeo/brands/byrdlake
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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