AI Visibility Scorecard
The Lean Pivot
esgexpress.com · Professional Services
At 2.65/10, The Lean Pivot is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 5% in Professional Services for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Professional Services average 8
Top 56% of Professional Services
See what's behind this score →2.65
AEO Visibility
iNear-invisible · 2.65/10
Professional Services average 1.5
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Professional Services average 18
See what's behind this score →8
About The Lean Pivot
from our crawl and measurement
The Lean Pivot, based in Belfast, Northern Ireland, describes itself simply: "Stop building features nobody wants. The Lean Pivot is a simple business strategy framework that helps product teams make evidence-based decisions, validate ideas, reduce cost, and build." When AI engines look at it, they find little to work with. It scores 2.65 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
- Company ·
- The Lean Pivot
- Website ·
- esgexpress.com
- Industry ·
- Professional Services
- Location ·
- Belfast, Northern Ireland
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 2.65/10, The Lean Pivot is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/esgexpress
Cite this score: Engagemii (2026). "AEO Score for The Lean Pivot." Retrieved from https://engagemii.com/aeo/brands/esgexpress
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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