AI Visibility Scorecard
Leaner AI
leaner-ai.com · Technology
At 1.34/10, Leaner AI is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Parallel
Top 50% in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →1.34
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Technology average 17
See what's behind this score →4
About Leaner AI
from our crawl and measurement
Leaner AI describes itself simply: "We do the heavy lifting benchmarking models, APIs, and cloud/edge options. You get an actionable report showing how to cut costs, improve accuracy, and reduce energy usage and emissions." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.34 out of 10.
Our crawl found structured data on the page (ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic) and ShapBot (Parallel).
- Company ·
- Leaner AI
- Website ·
- leaner-ai.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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
Fair
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
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 1.34/10, Leaner AI is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
How do you score models and providers?
We combine cost (API call, infra compute, storage, egress), measured/estimated performance, and energy per token/inference. Rankings cover both model/API and infra layer. © 2026 Leaner AI | Legal Notice Impressum Angaben gemäß § 5 TMG Mauricio Fadel Argerich Freiberufliche Beratung Dossenheimer Landstr.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Leaner AI.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leaner-ai
Cite this score: Engagemii (2026). "AEO Score for Leaner AI." Retrieved from https://engagemii.com/aeo/brands/leaner-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform