AI VISIBILITY SCOREAS OF 2026-09-02 · ENGAGEMII INDEX
2.9/ 10

0.1 since Jul 2026

#323,154 OF 358,814 IN AUTOMOTIVE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Calvin

Calvin

Unclaimed
⚠ Identity mismatch

codecraftcrew.com · Automotive

At 2.9/10, Calvin is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 1 times

Claude

#323,154 of 358,814 in Automotive for AI visibility

3

AEO Visibility

i

Near-invisible · 2.9/10

25

Muse Index Score

i

AI agent readiness

Agent-ready · 25/100

0

AI Adoption

i

None detected · 0/100

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About Calvin

from our crawl and measurement

Codecraftcrew is a business whose own site puts it this way: "Read moreHow To Change Time On Toyota AvalonQuick Tips on How to Change Time on Toyota Avalon August 8, 2026 We have all been there." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.

Our crawl found structured data on the page (Person, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Automotive
Last scored · Sep 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

0

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

AI Discoverability

4

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

2

Established authority for your domain.

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 2.9/10, Calvin is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Calvin

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Picked for Calvin: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on September 2, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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