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AI Visibility Scorecard
LeftField PM
leftfieldpm.com · Education
Somewhat visible. AI bots can read LeftField PM, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude
#114,253 of 887,512 in Education for AI visibility
5.9
/10
AEO Score
About LeftField PM
from our crawl and measurement
LeftField PM, based in Boston, MA, describes itself simply: "As an industry-leading owner’s project management firm invested in its people, we combine our advanced technical abilities and keen social awareness with ingenuity and collaboration to." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places, missing in others.
On the page, the fundamentals are in place: structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
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
10
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
9
Inbound links from other sites.
Domain Authority
1
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
0
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 5.9/10, LeftField PM has a working base to build on - fixable, and the signals above are where to start.
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leftfieldpm
Cite this score: Engagemii (2026). "AEO Score for LeftField PM." Retrieved from https://engagemii.com/aeo/brands/leftfieldpm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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