AI Visibility Scorecard
ML DevWorks
ml-devworks.com · Technology
Somewhat visible. AI bots can read ML DevWorks, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#226,639 of 2,707,329 in Technology for AI visibility
1
AI Naming Predictability
iRarely named · 1/100
6
AEO Visibility
iBorderline · 5.8/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
8
AI Adoption
iBasic · 8/100
About ML DevWorks
from ml-devworks.com
Programista z Krakowa tworzy aplikacje dla firm, strony internetowe, systemy rezerwacji, integracje API/CRM i automatyzacje AI. Bezpośrednia współpraca.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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 5.8/10, ML DevWorks has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Zarezerwuj bezpłatną konsultację (30 min)Wkrótce udostępnię terminy rezerwacji online. W międzyczasie napisz do mnie przez formularz powyżej - odpowiem i zaproponuję dogodny termin.Terminy dostępne wkrótceDoświadczony programista wspierany narzędziami AI.Strony, aplikacje, automatyzacja AI, e-commerce, systemy rezerwacji, DevOps i utrzymanie projektów dla firm.
Is this your brand?
The exact fixes for ML DevWorks
Which AI engines already crawl you
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ml-devworks
Cite this score: Engagemii (2026). "AEO Score for ML DevWorks." Retrieved from https://engagemii.com/aeo/brands/ml-devworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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