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AI Visibility Scorecard
Much Butter
muchbutter.com · Food & Beverage
Somewhat visible. AI bots can read Much Butter, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Apple Intelligence · Meta AI
#12,081 of 1,354,827 in Food & Beverage for AI visibility
6.4
/10
AEO Score
About Much Butter
from our crawl and measurement
Much Butter describes itself simply: "This vibrant Pesto Pasta Salad combines homemade basil pesto, juicy cherry tomatoes, creamy bocconcini, and peppery...Read MoreJune 27, 2026 By Rani AmaliaGarlic Butter Shrimp PastaReady." Its AI visibility score is 6.4 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 (CollectionPage, BreadcrumbList, WebSite), 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
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
3
Social discussion and mentions.
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 6.4/10, Much Butter has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Much Butter
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.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muchbutter
Cite this score: Engagemii (2026). "AEO Score for Much Butter." Retrieved from https://engagemii.com/aeo/brands/muchbutter
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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