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AI Visibility Scorecard
MVP Development, Fractional CTO & Vibe Coding Rescue — Tampa & Orlando, FL
redleg.dev · information technology and services
Somewhat visible. AI bots can read MVP Development, Fractional CTO & Vibe Coding Rescue — Tampa & Orlando, FL, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#547,752 of 2,808,083 in Technology for AI visibility
5.5
/10
AEO Score
About MVP Development, Fractional CTO & Vibe Coding Rescue — Tampa & Orlando, FL
from our crawl and measurement
"Veteran-owned software development consultancy serving Tampa, Orlando, and Central Florida. Specializing in fractional CTO services, SaaS MVP development, vibe coding rescue, and custom." That is how MVP Development, Fractional CTO & Vibe Coding Rescue Tampa & Orlando, FL of Lakeland, FL introduces itself. Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
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. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, 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.
The business dates to 2017.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.5/10, MVP Development, Fractional CTO & Vibe Coding Rescue — Tampa & Orlando, FL has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for MVP Development, Fractional CTO & Vibe Coding Rescue — Tampa & Orlando, FL
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/redleg-dev
Cite this score: Engagemii (2026). "AEO Score for MVP Development, Fractional CTO & Vibe Coding Rescue — Tampa & Orlando, FL." Retrieved from https://engagemii.com/aeo/brands/redleg-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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