AI Visibility Scorecard
QField Ecosystem Documentation
docs.qfield.org · Technology
Somewhat visible. AI bots can read QField Ecosystem Documentation, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Apple Intelligence · Meta AI
#100,450 of 2,706,130 in Technology for AI visibility
63
AI Naming Predictability
iNamed sometimes · 63/100
More likely to be named than 98% of Technology companies
5
AEO Visibility
iBorderline · 5.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About QField Ecosystem Documentation
from our crawl and measurement
"Welcome to the QField ecosystem documentation - a suite of products designed to make fieldwork seamless and efficient." That is how QField Ecosystem Documentation introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
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
Fair
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
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 5.4/10, QField Ecosystem Documentation has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Where to go next¶?
QFieldCloud Sync fieldwork across your team, manage projects and organizations, and assign permissions. Register for QFieldCloud How-to guides Step-by-step instructions for configuring projects and using QField's features.
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/docs-qfield-org
Cite this score: Engagemii (2026). "AEO Score for QField Ecosystem Documentation." Retrieved from https://engagemii.com/aeo/brands/docs-qfield-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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