AI Visibility Scorecard
Leading Edge Derivatives Research, LEDR, the company of William Porter
ledr.com · Finance & Insurance
Borderline visible. AI bots can crawl Leading Edge Derivatives Research, LEDR, the company of William Porter, 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 17 times
Claude · Apple Intelligence · Amazon Alexa · ChatGPT
#26,118 of 791,645 in Finance & Insurance for AI visibility
67
AI Naming Predictability
iNamed occasionally · 67/100
Finance & Insurance average 12
Top 2% of Finance & Insurance
See what's behind this score →4.7
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Finance & Insurance average 1. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Finance & Insurance average 16
See what's behind this score →0
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. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 16 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
- Company ·
- Leading Edge Derivatives Research, LEDR, the company of William Porter
- Website ·
- ledr.com
- Industry ·
- Finance & Insurance
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Oct 25, 2026
The 6 on-page 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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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
Fair
Social discussion and mentions.
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 4.7/10, Leading Edge Derivatives Research, LEDR, the company of William Porter is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Leading Edge Derivatives Research, LEDR, the company of William Porter
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 25, 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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