AI Visibility Scorecard
Marcus and Willers Architects
marcuswillers.com · Professional Services
Somewhat visible. AI bots can read Marcus and Willers Architects, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#35,328 of 526,514 in Professional Services for AI visibility
6
AEO Visibility
iVisible · 6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Marcus and Willers Architects
from our crawl and measurement
Marcus and Willers Architects, based in Sonoma, California, describes itself simply: "Award-winning Sonoma Valley architecture firm specializing in custom homes, remodels, and sustainable design. Serving Sonoma Valley, Sonoma and Napa, County & beyond." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Place, ProfessionalService, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 6/10, Marcus and Willers Architects has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Marcus and Willers Architects
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Marcus and Willers Architects.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marcuswillers
Cite this score: Engagemii (2026). "AEO Score for Marcus and Willers Architects." Retrieved from https://engagemii.com/aeo/brands/marcuswillers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform