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AI Visibility Scorecard

Once Be Found

Once Be Found

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oncebefound.com · Food & Beverage

Borderline visible. AI bots can crawl Once Be Found, 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.

AI engines read this profile 11 times

Meta AI · Claude · Apple Intelligence

#421,048 of 1,363,050 in Food & Beverage for AI visibility

5

AEO Visibility

i

Borderline · 4.9/10

65

Muse Index Score

i

AI agent readiness

Agent-ready · 65/100

17

AI Adoption

i

Basic · 17/100

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About Once Be Found

from our crawl and measurement

Once Be Found is a Bangkok business whose own site puts it this way: "SEO and AI Search Optimization studio in Bangkok serving Thailand, SEA, and international brands of every size." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 8.0 out of 10.

On the page, the fundamentals are in place: structured data on the page (Organization, Service, FAQPage), an llms.txt file for AI models, a sitemap.

AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.

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

The 6 signals AI reads

Higher is better · 0-10

Structured Data

10

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

10

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

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 Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 4.9/10, Once Be Found is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Once Be Found: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Once Be Found." Retrieved from https://engagemii.com/aeo/brands/oncebefound

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

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