AI Visibility Scorecard
Sun-Pac Manufacturing
sunpacmfg.com · Manufacturing & Industrial
At 2.42/10, Sun-Pac Manufacturing 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, News Mentions and Community. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Claude · Meta AI · Perplexity
Top 50% in Manufacturing & Industrial for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Manufacturing & Industrial average 14
Top 31% of Manufacturing & Industrial
See what's behind this score →2.42
AEO Visibility
iNear-invisible · 2.42/10
Manufacturing & Industrial average 2.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Sun-Pac Manufacturing
from our crawl and measurement
Sun-Pac Manufacturing is a Oldsmar, FL business whose own site puts it this way: "Sun-Pac Manufacturing is a US-based dietary supplement custom contract manufacturer. We are NSF & GMP certified for powder, capsule, and tablet formulations." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.42 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile 4 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
- Company ·
- Sun-Pac Manufacturing
- Website ·
- sunpacmfg.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Tampa, FL
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.42/10, Sun-Pac Manufacturing is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose Sun-Pac?
1. Quality You Can TrustOur unwavering commitment to quality puts trust in every product we deliver. We employ rigorous quality control measures to ensure that each item meets the industry's highest standards. 2. Premium Grade EquipmentPremium-grade equipment ensures precision and reliability in our manufacturing processes. We guarantee superior quality in every supplement we produce.3.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sunpacmfg
Cite this score: Engagemii (2026). "AEO Score for Sun-Pac Manufacturing." Retrieved from https://engagemii.com/aeo/brands/sunpacmfg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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