AI Visibility Scorecard
ihatecoordinatesystems.com · Technology
Borderline visible. AI bots can crawl I Hate Coordinate Systems!, 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 1 times
Claude
#860,028 of 2,705,506 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
I Hate Coordinate Systems! is a business whose own site puts it this way: "🤬 Coordinate reference systems (CRSs) are a thorn in the side of many geospatial professionals." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, I Hate Coordinate Systems! is crawlable but under-signaled - fixable, and the signals above are where to start.
I hate coordinate systems! How do I wrap my head around these things?
Apply this three-part mental model of geospatial datasets. Many common problems happen when one of these parts is missing or out of sync. Attributes: the meanings or labels of a data point. Coordinates: numbers describing the data point's position in space. Coordinate (reference) system: metadata describing the space itself: origin, axes, units, etc.
I hate coordinate systems! What coordinate system should my dataset be in?
Look at the two things you do know: the attributes and the coordinates. A data point's attributes gives context to where on the Earth it is located. Most GIS software will display the minimum and maximum coordinates in the layer's properties as "extent" or "bounding box". From these, do some detective work on the coordinate system which you should use when redefining your dataset.
I hate coordinate systems! How do I redefine a dataset's coordinate system?
It depends on your software. Remember, redefining means the metadata about the coordinate system is modified but the coordinates are not. This contrasts with reprojections and transformations, which modify both the coordinate system and the coordinates.
I hate coordinate systems! Why is Mercator ever used if it's so distorted?
Mercator is the only conformal cylindrical map projection. Cylindrical map projections mean the whole Earth fits into a rectangle, which is very convenient for data processing algorithms that are used to working with rectangular images. Conformal means that angles and shapes are always preserved: north is always up, squares are always square, etc.
I hate coordinate systems! Why don't we always use longitude/latitude?
Good question. There are a bunch of reasons we use planar projected coordinate systems rather than just sticking with latitude,longitude geographic coordinate systems all the time: Planar measurements are ubiquitous. Common GIS features like property boundaries, road centerlines, forests, lakes, etc. are all reckoned in Euclidean distances, areas, and volumes - not in terms of angles.
Is this your brand?
The exact fixes for I Hate Coordinate Systems!
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for I Hate Coordinate Systems!.
Scored by Engagemii on August 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ihatecoordinatesystems
Cite this score: Engagemii (2026). "AEO Score for I Hate Coordinate Systems!." Retrieved from https://engagemii.com/aeo/brands/ihatecoordinatesystems
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform