AI visibility score
4.4/ 10Fair

#299,502 of 526,862 in Professional Services

As of 2026-10-09 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Laura Lingner

Laura Lingner

Unclaimed

lauralingner.com · Professional Services

Borderline visible. AI bots can crawl Laura Lingner, 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.

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In the Engagemii AEO index

#299,502 of 526,862 in Professional Services for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About Laura Lingner

from our crawl and measurement

Laura Lingner describes itself simply: "Clarity and decision order when business and personal pressures overlap. Start with a working session to get unstuck and move forward." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.

Industry · Professional Services
Last scored · Oct 9, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

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

Weak

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

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 4.4/10, Laura Lingner is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Laura Lingner: How-To

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 October 9, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/lauralingner

Cite this score: Engagemii (2026). "AEO Score for Laura Lingner." Retrieved from https://engagemii.com/aeo/brands/lauralingner

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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