AI Visibility Scorecard
OpenCola
opencola.io · Technology
Borderline visible. AI bots can crawl OpenCola, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,419,483 of 2,704,127 in Technology for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Technology average 28
Top 41% of Technology
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
About OpenCola
from our crawl and measurement
OpenCola works in Technology. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a few credibility markers and partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
Off the page there is only faint evidence that the domain is only lightly established and there is little discussion of it. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- OpenCola
- Website ·
- opencola.io
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Jul 31, 2026
The 6 on-page 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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 3.9/10, OpenCola is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is OpenCola?
OpenCola is a non-profit company building free, open-source software as an alternative to big tech social media. We're creating tools that put you and your community in control of your personal data and information flow. Our toolkit enables people to build trust networks based on transparency, accountability, personal control, and security—values we believe are essential to individual freedom.
Sounds great, but what does OpenCola actually do?
OpenCola offers: Local First Data: Your data lives on your device by default. You decide where it goes and can collect data from existing sites and applications. Personal Search: Everything you and your peers post is searchable. Personal Archive: Saved content is archived for offline access. Personas: Express yourself authentically to different audiences.
What do you mean by trust?
OpenCola maximizes trust through four core principles: Transparency: Everything is visible—the code, who you interact with, and where information comes from. Accountability: Those who abuse trust lose influence and cannot regain it without rebuilding trust. Personal Control: You control how you interact, how you use the application, and how your information is used.
So why should I trust OpenCola?
Fair question. We’ve all been burned too many times. Companies have been telling us what trust is and that we should just trust them for a long time. We're a non-profit. Our code is open source and free to modify. Your data isn't visible to us. We can't extract value from your networks or information for profit—and neither can anyone else (unless you want them to).
How does OpenCola address issues created by social media?
Information Silos: Big tech wants your data to be locked into their platforms so that it’s hard for you to leave. This means that you can’t use your data for any purpose other than what companies allow you to do with it. With OpenCola, your data lives wherever you choose, on your local device by default. You are essentially “always migrated”, so there is no switching cost.
Is this your brand?
The exact fixes for OpenCola
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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 OpenCola.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opencola-io
Cite this score: Engagemii (2026). "AEO Score for OpenCola." Retrieved from https://engagemii.com/aeo/brands/opencola-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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