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AI Visibility Scorecard
LeanEstimator
leanestimator.com · Technology
Borderline visible. AI bots can crawl LeanEstimator, 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
#2,212,559 of 2,812,091 in Technology for AI visibility
3.6
/10
AEO Score
About LeanEstimator
from our crawl and measurement
LeanEstimator is a business whose own site puts it this way: "LeanEstimator automates construction and field service estimations by capturing job scope details via voice recording, transcribing them using advanced AI, and generating...." 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 (WebSite, Organization), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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.
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, LeanEstimator is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LeanEstimator
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LeanEstimator.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leanestimator
Cite this score: Engagemii (2026). "AEO Score for LeanEstimator." Retrieved from https://engagemii.com/aeo/brands/leanestimator
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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