AI Visibility Scorecard
Groundworks Development
groundworksdev.com · Technology
Somewhat visible. AI bots can read Groundworks Development, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude
#566,920 of 2,707,789 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
8
AI Adoption
iBasic · 8/100
About Groundworks Development
from our crawl and measurement
Groundworks Development: Operations Efficiency That Pays for Itself describes itself simply: "Operations efficiency consulting for small businesses. We diagnose workflow inefficiencies and build automation, AI, and custom tools that save 10-20 hours per week." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, Person), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.3/10, Groundworks Development has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Where Is Your Business Bleeding Money?
Most businesses have 10-20 hours per week trapped in processes that should be automated. The problem: you're too close to see it. These inefficiencies feel like “just how things work.”Free15-Minute Discovery CallWe learn about your business and see if there's a fit. No free consulting, just qualifying.Stage 1: $1,500-$3,000Operational Efficiency AuditOn-site visit.
Is this your brand?
The exact fixes for Groundworks Development
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/groundworksdev
Cite this score: Engagemii (2026). "AEO Score for Groundworks Development." Retrieved from https://engagemii.com/aeo/brands/groundworksdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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