AI Visibility Scorecard
LeadRef
lead-ref.com · Food & Beverage
Borderline visible. AI bots can crawl LeadRef, 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 2 times
Claude
#1,049,621 of 1,394,000 in Food & Beverage for AI visibility
10
AI Naming Predictability
iRarely named · 10/100
4
AEO Visibility
iNear-invisible · 3.6/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About LeadRef
from our crawl and measurement
LeadRef describes itself simply: "Transformez vos clients en ambassadeurs avec LeadRef, plateforme de parrainage client clé en main. Leads qualifiés dès 4€, 100% RGPD." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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
Weak
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 3.6/10, LeadRef is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Pourquoi intégrer notre plateforme de parrainage client à votre stratégie de prospection ?
Des leads qualifiés à prix réduit : Ne payez que 7€ le lead et bénéficiez de taux de signature élevés (20% à 35%). Une solution clé en main : Implémentez notre solution rapidement et facilement. Un ROI optimisé : Réduisez votre coût d’acquisition client de plus de 80% !
Is this your brand?
The exact fixes for LeadRef
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LeadRef.
Source & Attribution
Scored by Engagemii on October 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lead-ref
Cite this score: Engagemii (2026). "AEO Score for LeadRef." Retrieved from https://engagemii.com/aeo/brands/lead-ref
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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