AI Visibility Scorecard
Johnson Project Consulting
johnsonprojectconsulting.com · Professional Services
Borderline visible. AI bots can crawl Johnson Project Consulting, 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.
AI engines read this profile 1 times
Claude
#406,342 of 526,698 in Professional Services for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Johnson Project Consulting
from our crawl and measurement
"Niall Johnson 25 years experience in design, construction, and commissioning biopharmaceutical and life science projects; emphasis on cGMP facilities and process development scale-up labs." That is how Johnson Project Consulting introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 3.8/10, Johnson Project Consulting is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Johnson Project Consulting?
Today, science and technology firms are increasingly leveraging project management as an organizational success element to swiftly seize business opportunity and keep strategic mission on track. In the highly competitive and regulated business of biotechnology, many believe the greatest business obstacles are not technical, but, rather, organizational.
Is this your brand?
The exact fixes for Johnson Project Consulting
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnsonprojectconsulting
Cite this score: Engagemii (2026). "AEO Score for Johnson Project Consulting." Retrieved from https://engagemii.com/aeo/brands/johnsonprojectconsulting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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