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AI Visibility Scorecard

agent407

agent407

Unclaimed
⚠ Identity mismatch

oliviaforsyth.com · Education

Somewhat visible. AI bots can read agent407, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#172,326 of 860,509 in Education for AI visibility

5.6

/10

AEO Score

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About agent407

from our crawl and measurement

agent407 describes itself simply: "Agent 407 is the riveting autobiography of Olivia Forsyth, South Africa's most famous female spy." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.

Industry · Education
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

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

1

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

7

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

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 5.6/10, agent407 has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for agent407

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Weekly ChatGPT & Claude citation tracking

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Picked for agent407: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for agent407." Retrieved from https://engagemii.com/aeo/brands/oliviaforsyth

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

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