AI Visibility Scorecard
SOFWERX
sofwerx.org · Nonprofits
At 3.8/10, SOFWERX is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Domain Trust, Entity Presence and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 9 times
Meta AI · Claude · Perplexity
67
AI Naming Predictability
iNamed occasionally · 67/100
Nonprofits average 9
Top 2% of Nonprofits
See what's behind this score →3.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Nonprofits average 2. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Nonprofits average 14
See what's behind this score →0
About SOFWERX
from our crawl and measurement
SOFWERX is a Tampa, FL business whose own site puts it this way: "Explore the innovative world of SOFWERX in our welcoming video, showcasing our collaborative efforts in revolutionizing defense solutions through state-of-the-art technology and strategic." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have read this profile 9 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and PerplexityBot. It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2015.
- Company ·
- SOFWERX
- Website ·
- sofwerx.org
- Industry ·
- Nonprofits
- Location ·
- Tampa, FL
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page 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
Strong
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
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Fair
Press and news coverage.
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 3.8/10, SOFWERX is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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The exact fixes for SOFWERX
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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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for SOFWERX.
Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sofwerx-org
Cite this score: Engagemii (2026). "AEO Score for SOFWERX." Retrieved from https://engagemii.com/aeo/brands/sofwerx-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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