AI Visibility Scorecard
The Montrose Forge
lilithway.com · E-commerce
Borderline visible. AI bots can crawl The Montrose Forge, 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 4 times
Meta AI · Claude · ShapBot
#428,034 of 738,442 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
40
Muse Index Score
iAI agent readiness
Transactable · 40/100
0
AI Adoption
iNone detected · 0/100
About The Montrose Forge
from lilithway.com
Over the past 2 years, we have been privileged to make Lilith's Way an integral part of The Montrose Forge. In an effort to consolidate our systems and make sure to offer the best in customer service
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
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 4.3/10, The Montrose Forge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Montrose Forge
Which AI engines already crawl you
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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/lilithway
Cite this score: Engagemii (2026). "AEO Score for The Montrose Forge." Retrieved from https://engagemii.com/aeo/brands/lilithway
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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