AI Visibility Scorecard
KV Foundry
kvfoundry.com · Manufacturing & Industrial
At 2.15/10, KV Foundry is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Manufacturing & Industrial for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Manufacturing & Industrial average 14
Top 66% of Manufacturing & Industrial
See what's behind this score →2.15
AEO Visibility
iNear-invisible · 2.15/10
Manufacturing & Industrial average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Manufacturing & Industrial average 18
See what's behind this score →8
About KV Foundry
from our crawl and measurement
KV Foundry describes itself simply: "KV Foundry is an independent studio that cleans data, makes sense of it, and builds the tools and documents clinics and small teams can't buy off the shelf. Maker of PlotMyPots." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.15 out of 10.
Under the hood there is a readable heading structure, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- KV Foundry
- Website ·
- kvfoundry.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.15/10, KV Foundry is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Have a project that doesn't fit a job description?
Tell me about the data, the document, or the tool you're trying to wrangle. email me © 2026 KV Foundry, LLC · Colorado
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for KV Foundry.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kvfoundry
Cite this score: Engagemii (2026). "AEO Score for KV Foundry." Retrieved from https://engagemii.com/aeo/brands/kvfoundry
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