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AI Visibility Scorecard
Learn, build and work with Nik Sumeiko
withnik.com · Technology
Somewhat visible. AI bots can read Learn, build and work with Nik Sumeiko, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#696,933 of 2,623,097 in Technology for AI visibility
5.2
/10
AEO Score
About Learn, build and work with Nik Sumeiko
from our crawl and measurement
Learn, build and work with Nik Sumeiko describes itself simply: "I help to learn Clean Architecture and TDD in React/Nextjs. Together, we build super-quality software that adds business value. Guaranteed;)." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places, missing in others.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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.
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 5.2/10, Learn, build and work with Nik Sumeiko has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Learn, build and work with Nik Sumeiko
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Learn, build and work with Nik Sumeiko.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/withnik
Cite this score: Engagemii (2026). "AEO Score for Learn, build and work with Nik Sumeiko." Retrieved from https://engagemii.com/aeo/brands/withnik
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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