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AI Visibility Scorecard
Roche Bros
rochebros.com · E-commerce
Somewhat visible. AI bots can read Roche Bros, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
ChatGPT · Claude · Apple Intelligence · Meta AI
#3,121 of 640,589 in E-commerce for AI visibility
6.7
/10
AEO Score
About Roche Bros
from our crawl and measurement
"Roche Bros. strives to provide our shoppers with quality meats, produce and service. Visit one of our Massachusetts grocery stores near you, or shop online!." That is how Roche Bros of Mansfield, MA introduces itself. Its AI visibility score is 6.6 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 (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
5
Press and news coverage.
Community
0
No community discussion yet.
Social Mentions
0
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 6.7/10, Roche Bros has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roche Bros
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Roche Bros.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rochebros
Cite this score: Engagemii (2026). "AEO Score for Roche Bros." Retrieved from https://engagemii.com/aeo/brands/rochebros
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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