AI Visibility Scorecard
Macdonald Ledger Co
macdonald-ledger.com · Finance & Insurance
Borderline visible. AI bots can crawl Macdonald Ledger Co, 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
ShapBot
#675,289 of 791,783 in Finance & Insurance for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Finance & Insurance average 12
Top 69% of Finance & Insurance
See what's behind this score →4
-
Network Authority
iNot connected yet
Finance & Insurance average 0.0
0 relationships · Finance & Insurance average 1
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Finance & Insurance average 16
See what's behind this score →0
About Macdonald Ledger Co
from our crawl and measurement
Macdonald Ledger Co. is a business whose own site puts it this way: "Accounting, tax, payroll, business operations, marketing, and campaign support for small businesses and organizations in Bellingham, Washington." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- Macdonald Ledger Co
- Website ·
- macdonald-ledger.com
- Industry ·
- Finance & Insurance
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 3, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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 read your site and name it in answers. At 3.5/10, Macdonald Ledger Co is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have Something That Needs to Get Done?
Tell me what’s working, what isn’t, and what keeps getting pushed to the bottom of the list. We’ll figure out the best place to start. Macdonald Ledger Co.Bellingham, [email protected]
Is this your brand?
The exact fixes for Macdonald Ledger Co
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/macdonald-ledger
Cite this score: Engagemii (2026). "AEO Score for Macdonald Ledger Co." Retrieved from https://engagemii.com/aeo/brands/macdonald-ledger
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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