AI Visibility Scorecard
groundworkguide.com · Government & Public Sector
At 2.12/10, Groundwork Guide is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Government & Public Sector for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Government & Public Sector average 14
See what's behind this score →2.12
AEO Visibility
iNear-invisible · 2.12/10
Government & Public Sector average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Government & Public Sector average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Government & Public Sector average 10
See what's behind this score →0
from our crawl and measurement
Groundwork Guide describes itself simply: "Turn a rough home-improvement idea into a clear, personalized plan: local permit requirements, zoning rules, material estimates, costs, and next steps for Lansdale, Hatfield, Towamencin." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.12 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
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
Weak
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.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.12/10, Groundwork Guide is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What are you planning?
Fences available now Privacy, decorative, and pool fences — permits, height limits, placement rules, materials, and costs.
Why trust these guides?
Official sources, cited. Every rule links to the township ordinance or official page it came from, with the date we last reviewed it. No invented requirements. Where something isn't confirmed — like a current fee — the guide says so and tells you exactly what to ask the township. Local, not generic. Height limits, front-yard rules, and easement policies differ between neighboring townships.
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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/groundworkguide
Cite this score: Engagemii (2026). "AEO Score for Groundwork Guide." Retrieved from https://engagemii.com/aeo/brands/groundworkguide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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