AI Visibility Scorecard
CraftRoots Brewery
craftrootsbrewing.com · Food & Beverage
At 2.71/10, CraftRoots Brewery is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 7 times
Claude · Meta AI · ChatGPT · Parallel
Top 25% in Food & Beverage for AI visibility
20
AI Naming Predictability
iRarely named · 20/100
Food & Beverage average 12
Top 16% of Food & Beverage
See what's behind this score →2.71
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Food & Beverage average 18
See what's behind this score →0
About CraftRoots Brewery
from our crawl and measurement
"Visit CraftRoots Brewery, a craft brewery and taproom in Milford, MA, serving fresh farm-to-glass beer, live music, private events, and local community gatherings." That is how CraftRoots Brewery introduces itself. When AI engines look at it, they find little to work with. It scores 2.71 out of 10.
On its own pages the site does well on a clearly stated business identity. It is passable on some structured data, a workable page structure and basic crawler access. What holds it back is credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- CraftRoots Brewery
- Website ·
- craftrootsbrewing.com
- Industry ·
- Food & Beverage
- Location ·
- Milford, MA
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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 2.71/10, CraftRoots Brewery is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Are you 21 or older?
Please enter your date of birth to continue. Enter Exit By continuing, you confirm you meet the legal drinking age in your location.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for CraftRoots Brewery.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/craftrootsbrewing
Cite this score: Engagemii (2026). "AEO Score for CraftRoots Brewery." Retrieved from https://engagemii.com/aeo/brands/craftrootsbrewing
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