AI Visibility Scorecard
foundry-iq.com · Technology
At 2.4/10, FoundryIQ is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Content Structure, E-E-A-T Signals and AI Discoverability. That is fixable, and the signals below show where to start.
AI engines read this profile 7 times
Claude · Meta AI · Parallel
27
AI Naming Predictability
iRarely named · 27/100
Technology average 28
Top 36% of Technology
See what's behind this score →2.4
-
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 →70
Muse Index Score
iAI agent readiness
Transactable · 70/100
Technology average 17
See what's behind this score →5
from our crawl and measurement
FoundryIQ is a business whose own site puts it this way: "Discover untapped business opportunities with FoundryIQ's AI-powered platform. Find validated business ideas from authentic entrepreneur discussions across 10+ communities." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.4 out of 10.
On the page itself the strengths are clear: structured data describing the business. It is passable on a partly stated business identity. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that there is little discussion of it. Beyond that, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have read this profile 7 times in our tracking, including ClaudeBot (Anthropic), Meta AI and ShapBot (Parallel). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
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
-
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.4/10, FoundryIQ is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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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.
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Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/foundry-iq
Cite this score: Engagemii (2026). "AEO Score for FoundryIQ." Retrieved from https://engagemii.com/aeo/brands/foundry-iq
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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