AI Visibility Scorecard
Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode
grosscode.net · Technology
Borderline visible. AI bots can crawl Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode, 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
#1,806,399 of 2,705,712 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
12
AI Adoption
iBasic · 12/100
About Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode
from grosscode.net
A collection of thoughts, a digital garden if you will, about agentic development. Who am I? I’m a harness engineering practitioner.
The 6 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
Weak
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is this, really?
I wanted to construct a living, ever-changing digital garden that shares my understanding of the industry as it changes. It’s not designed like a traditional blog post, it’s designed to be skimmable, it’s designed to allow you to take what you want, quickly, and leave the rest for another day. From time to time, it’ll be fuel for an essay.
Is this your brand?
The exact fixes for Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grosscode-net
Cite this score: Engagemii (2026). "AEO Score for Harness engineering by Paul Gross · grosscode.netSearchDark modeLight modeReader mode." Retrieved from https://engagemii.com/aeo/brands/grosscode-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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