AI Visibility Scorecard
Project Wrecked — AI Consulting Evidence & the Bot Ledger
projectwrecked.com · Professional Services
Somewhat visible. AI bots can read Project Wrecked — AI Consulting Evidence & the Bot Ledger, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#122,769 of 526,871 in Professional Services for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
4
AI Adoption
iBasic · 4/100
About Project Wrecked — AI Consulting Evidence & the Bot Ledger
from our crawl and measurement
Project Wrecked — AI Consulting Evidence & the Bot Ledger describes itself simply: "The practitioner's evidence base for AI consulting, anonymous war stories, live failure benchmarks, honest UK rates, a free career guide, and the Bot Ledger." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 5.3/10, Project Wrecked — AI Consulting Evidence & the Bot Ledger has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/projectwrecked
Cite this score: Engagemii (2026). "AEO Score for Project Wrecked — AI Consulting Evidence & the Bot Ledger." Retrieved from https://engagemii.com/aeo/brands/projectwrecked
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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