AI Visibility Scorecard
Lisa Harvey Roach
lisaharveyroach.com · Manufacturing & Industrial
At 2.1/10, Lisa Harvey Roach is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 5 times
Claude · Apple Intelligence · Meta AI · ShapBot
#234,048 of 268,284 in Manufacturing & Industrial for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 69% of Manufacturing & Industrial companies
2
AEO Visibility
iNear-invisible · 2.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Lisa Harvey Roach
from our crawl and measurement
Lisa Harvey Roach describes itself simply: "Book powerhouse speaker Lisa Harvey Roach to ignite your next event. Bold insights on leadership, legacy, and purpose-driven success. Manufacturing excellence." As far as answer engines are concerned it may as well not exist yet: 2.1 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
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 2.1/10, Lisa Harvey Roach is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Did You Know?
Replacing a manufacturing engineer with 1-5 years of experience costs approximately $75,000—and that’s just one role.🔴 The manufacturing industry has experienced turnover rates as high as 39.9%.🔴 Poor leadership communication costs $26,000+ per employee annually in lost productivity.🔴 Employee burnout, disengagement, and unclear career paths drive emerging leaders out the door.
Is this your brand?
The exact fixes for Lisa Harvey Roach
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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.
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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/lisaharveyroach
Cite this score: Engagemii (2026). "AEO Score for Lisa Harvey Roach." Retrieved from https://engagemii.com/aeo/brands/lisaharveyroach
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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