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AI Visibility Scorecard

BENJAMIN LORR |

BENJAMIN LORR |

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benjaminlorr.com · Food & Beverage

Borderline visible. AI bots can crawl BENJAMIN LORR |, 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

#1,166,587 of 1,707,025 in Food & Beverage for AI visibility

3.7

/10

AEO Score

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About BENJAMIN LORR |

from our crawl and measurement

BENJAMIN LORR is a business whose own site puts it this way: "Personal webpage of Benjamin Lorr, author of Hell-Bent, a book on Bikram Yoga and competitive yoga." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Food & Beverage
Last scored · Aug 1, 2026

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

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

5

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.

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 3.7/10, BENJAMIN LORR | is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for BENJAMIN LORR |

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for BENJAMIN LORR |: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for BENJAMIN LORR |." Retrieved from https://engagemii.com/aeo/brands/benjaminlorr

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

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