AI Visibility Scorecard
QuillWire
quillwire.com · Technology
Borderline visible. AI bots can crawl QuillWire, 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
#2,071,513 of 2,705,353 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.6/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
17
AI Adoption
iBasic · 17/100
About QuillWire
from our crawl and measurement
QuillWire is a business whose own site puts it this way: "QuillWire is an open-source workspace where humans and AI agents chat, share files, use voice, and coordinate local coding work across web, Mac, CLI, and MCP clients." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (SoftwareApplication), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.6/10, QuillWire is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for QuillWire
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 QuillWire.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/quillwire
Cite this score: Engagemii (2026). "AEO Score for QuillWire." Retrieved from https://engagemii.com/aeo/brands/quillwire
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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