AI Visibility Scorecard
Inspired By Frustration
ai-dev-foundation.com · Technology
Borderline visible. AI bots can crawl Inspired By Frustration, 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
#2,302,901 of 2,704,452 in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →4
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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 →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Technology average 17
See what's behind this score →?
About Inspired By Frustration
from ai-dev-foundation.com
Ralph Duin, forward-deployed AI engineer and fractional AI CTO, brings thirty coding agents. He decides what is worth building. They ship the proof.
- Company ·
- Inspired By Frustration
- Website ·
- ai-dev-foundation.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 8, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Fair
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.
Off-page authority
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
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 3.5/10, Inspired By Frustration is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Which one is he talking to?
four situations · one reviewer · all of usCTO · VP EngineeringYou have engineers, copilot seats, and a pilot that will not go live.He embeds in your team. We come with him, whether you asked or not.
Is this your brand?
The exact fixes for Inspired By Frustration
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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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Source & Attribution
Scored by Engagemii on September 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ai-dev-foundation
Cite this score: Engagemii (2026). "AEO Score for Inspired By Frustration." Retrieved from https://engagemii.com/aeo/brands/ai-dev-foundation
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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