AI Visibility Scorecard
JULIE MANZI
juliemanzi.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl JULIE MANZI, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#235,064 of 267,889 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About JULIE MANZI
from our crawl and measurement
JULIE MANZI is a business whose own site puts it this way: "Julie Manzi is a senior product designer crafting digital and physical experiences grounded in psychology and industrial design." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Fair
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 3.4/10, JULIE MANZI is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What to expect when we work together?
Grounded in research With a background in psychology, I lead generative research, field observation, and usability testing, so decisions rest on evidence about real people, not assumptions. Fluent across physical & digital Trained in industrial design, at home in UI. I design the screen, the device it lives on, and the packaging it arrives in: the whole experience, end to end.
Is this your brand?
The exact fixes for JULIE MANZI
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 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/juliemanzi
Cite this score: Engagemii (2026). "AEO Score for JULIE MANZI." Retrieved from https://engagemii.com/aeo/brands/juliemanzi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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