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AI Visibility Scorecard
Leading Edge Derivatives Research, LEDR, the company of William Porter
ledr.com · Finance & Insurance
Somewhat visible. AI bots can read Leading Edge Derivatives Research, LEDR, the company of William Porter, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · ChatGPT · Apple Intelligence · Amazon Alexa
#46,392 of 737,520 in Finance & Insurance for AI visibility
6
/10
AEO Score
About Leading Edge Derivatives Research, LEDR, the company of William Porter
from our crawl and measurement
Leading Edge Derivatives Research, LEDR, the company of William Porter is one of the businesses we track in the Finance & Insurance space. Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 7 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
5
Reddit mentions and discussion.
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 6/10, Leading Edge Derivatives Research, LEDR, the company of William Porter has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Leading Edge Derivatives Research, LEDR, the company of William Porter
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledr
Cite this score: Engagemii (2026). "AEO Score for Leading Edge Derivatives Research, LEDR, the company of William Porter." Retrieved from https://engagemii.com/aeo/brands/ledr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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