AI Visibility Scorecard
michalkostic.com · Technology
Borderline visible. AI bots can crawl Tumblr, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 18 times
Meta AI · Apple Intelligence · ShapBot · Claude
#873,147 of 2,704,390 in Technology for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Technology average 28
Top 41% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
2
from our crawl and measurement
Tumblr describes itself simply: "Hi my name is Michal Kostic. I am developer, entrepreneur and startup enthusiast. Follow me on Twitter, LinkedIn or Github Categories: Programming Product Startups." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Under the hood there is structured data on the page (ItemList) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Tumblr is crawlable but under-signaled - fixable, and the signals above are where to start.
How to Become a Senior Developer?
Sometimes it seems like junior and senior labels are applied to developers rather randomly. Obviously seniority is not a function of age or number of years of work experience. It is also not exclusively bound to technical skill - if it was, there would be no difference between whiz-kid and senior developer. If you want to be treated as senior developer, try to apply following behaviors.
What is the problem?
My first step is looking at linked issue. This check is just a click away since we require every commit message to contain a issue number. I highly recommend this policy. As result, all our commit messages look something like this: PROJ-123: I have change this and that. Adopting issue number in the commit message is useful both ways.
Do I understand the code?
In case I do not understand either the problem (issue) or the solutions (actual commit) I contact the commiter via phone or message.
Is the code of good quality?
During the review for correctness I keep an eye on overall code quality. Here are some of the issues I watch for.NamingWell named methods, classes and variables are the most important part of documentation. Holding this belief I am very strict when it comes to naming.Sometimes there is no clear way how to name things.
Is this your brand?
The exact fixes for Tumblr
Which AI engines already crawl you
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/michalkostic
Cite this score: Engagemii (2026). "AEO Score for Tumblr." Retrieved from https://engagemii.com/aeo/brands/michalkostic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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