AI Visibility Scorecard
Inkling
inklingllp.com · Technology
Borderline visible. AI bots can crawl Inkling, 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 10 times
Claude · Meta AI · ShapBot
#860,260 of 2,704,887 in Technology for AI visibility
2
4
AEO Visibility
iBorderline · 4.2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Inkling
from our crawl and measurement
Inkling is a business whose own site puts it this way: "Inkling is a Building Physics consultancy founded in 2011. Our mission is to make buildings more comfortable and energy efficient." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 4.2/10, Inkling is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why choose us?
We are dynamic thermal modelling specialists. We listen to your requirements and offer a bespoke fixed-fee proposal tailored to your request. We pride ourselves on our communication and the clarity of our reports; you will know what we have done, the information we’ve based our assessment on, and what the results mean in relation to your original request. We can also supply the modelling files generated on request.
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The exact fixes for Inkling
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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 Inkling.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/inklingllp
Cite this score: Engagemii (2026). "AEO Score for Inkling." Retrieved from https://engagemii.com/aeo/brands/inklingllp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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