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AI Visibility Scorecard

Liar's Ledger

Name: Liar's Ledger - AI Visibility Score
Creator: Engagemii
Published: 2026-07-31T07:31:16.151Z
License: https://creativecommons.org/licenses/by/4.0/

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liarsledger.com · Media & Entertainment

Borderline visible. AI bots can crawl Liar's Ledger, 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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Monitoring for AI engine activity

In the Engagemii AEO index

#1,530,640 of 1,892,259 in Media & Entertainment for AI visibility

3.4

/10

AEO Score

About Liar's Ledger

from our crawl and measurement

Liar's Ledger is a business whose own site puts it this way: "Liar's Ledger detects politicians in news articles and surfaces official voting records in real time." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.

Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.

Industry · Media & Entertainment

Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Authority

Little domain authority yet.

Reference Presence

Not in AI knowledge graphs yet.

News & Press

No press coverage found yet.

Community

No community discussion yet.

Social Mentions

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 3.4/10, Liar's Ledger is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Liar's Ledger: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Liar's Ledger." Retrieved from https://engagemii.com/aeo/brands/liarsledger

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