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AI Visibility Scorecard

LedgerRate

LedgerRate

Unclaimed

ledgerrate.com · Finance & Insurance

Borderline visible. AI bots can crawl LedgerRate, 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

#522,468 of 769,822 in Finance & Insurance for AI visibility

3.9

/10

AEO Score

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About LedgerRate

from our crawl and measurement

LedgerRate Independent benchmarks for AI on real finance work and what it actually costs. is a business whose own site puts it this way: "Independent benchmarks scoring AI models on real finance workflows, with the true cost per successful outcome alongside. Methodology open, results independent, raw logs published." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · Finance & Insurance
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

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.

Reddit

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 3.9/10, LedgerRate is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for LedgerRate

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for LedgerRate: 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 August 10, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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