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AI Visibility Scorecard
cognlay.com · Automotive
Borderline visible. AI bots can crawl Cognlay, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#179,728 of 321,916 in Automotive for AI visibility
4.3
/10
AEO Score
from our crawl and measurement
Cognlay describes itself simply: "Cognlay turns outbound into a learning engine for qualified meetings with lead sourcing, enrichment, adaptive follow-ups, reply handling, sender safety, and outcome learning." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (WebPage, FAQPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 4.3/10, Cognlay is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cognlay
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cognlay
Cite this score: Engagemii (2026). "AEO Score for Cognlay." Retrieved from https://engagemii.com/aeo/brands/cognlay
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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