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AI Visibility Scorecard
Inspired By Frustration
ai-software-dev.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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,310,389 of 2,683,683 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
60
Muse Index Score
iAI agent readiness
Agent-ready · 60/100
0
AI Adoption
iNone detected · 0/100
About Inspired By Frustration
from our crawl and measurement
Forward-Deployed AI Engineer He Comes With His Agents describes itself simply: "AI consulting and AI-accelerated development studio. One operator shipping production AI agents, MCP servers, typed APIs, full-stack web apps, and fractional CTO advisory." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (Organization, WebSite, Service) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
9
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
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 4.6/10, Inspired By Frustration is crawlable but under-signaled - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on September 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ai-software-dev
Cite this score: Engagemii (2026). "AEO Score for Inspired By Frustration." Retrieved from https://engagemii.com/aeo/brands/ai-software-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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