AI Visibility Scorecard
kantandev.com · Technology
Borderline visible. AI bots can crawl tokamak developments/kantan, 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 4 times
Claude · Meta AI · ShapBot
#860,056 of 2,705,679 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
tokamak developments/kantan is a business whose own site puts it this way: "A couple of engine versions back, Epic introduced the 'Include What You Use' model to UE4 in an attempt to help clean up the situation with include dependencies." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), 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).
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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.
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 4.2/10, tokamak developments/kantan is crawlable but under-signaled - fixable, and the signals above are where to start.
All neat and sorted?
Now, the idea is that at this point, your code is self-contained and no longer dependent upon includes within precompiled headers to compile. As stated in the documentation: "With IWYU, every file includes only what it needs, and any PCH file we choose to use, purely acts as a layer of optimization on top of the underlying source files.
Why bother at all?
For me, just not liking the idea of having code that is technically malformed despite compiling is reason enough to put the time in to maintaining self-contained includes in my projects. If that's not enough though, there's another reason: those annoying errors alluded to at the top of the article.
What are UE4 code modules?
In UE4, a module is a distinct unit of C++ code, with an accompanying C# build file. A game project can be made up of one or more modules, as can a plugin. Under the hood, a module corresponds to a dynamic library, although by default in shipping builds all code is linked together into a single executable.
Why use multiple modules?
It's possible to create a game (or plugin) that is composed of a single module, and for smaller projects that's fine. There are a number of reasons to consider splitting up your code however. Encapsulation and organisation. It's always a good idea to encapsulate code as much as possible. Building a component or system in its own module encourages you to keep dependencies down. Code reuse.
Is this your brand?
The exact fixes for tokamak developments/kantan
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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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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kantandev
Cite this score: Engagemii (2026). "AEO Score for tokamak developments/kantan." Retrieved from https://engagemii.com/aeo/brands/kantandev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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