PUBLIC RESEARCH LAB · UPDATED OCTOBER 16, 2026
AI Visibility Lab
How ProGeoFDE studies whether useful VPS research is understood, mentioned and cited in AI-assisted search.
What we are testing
Entity clarity
Can an AI system correctly identify ProGeoFDE, its topic and the type of research it publishes?
Evidence quality
Do important pages show sources, update dates, limitations, methodology and a conclusion a buyer can verify?
Citation visibility
When a question is asked about VPS buying decisions, is a relevant ProGeoFDE page mentioned or cited?
Baseline test log
We are building the first baseline before claiming improvement. Each test should use the same wording, record the date and preserve the answer that was observed.
| Question | Date | Result | Evidence |
|---|---|---|---|
| What should I compare before choosing a cheap VPS? | Baseline pending | Not yet recorded | Will link to the tested page and captured answer |
| Which VPS options fit a small WordPress site? | Baseline pending | Not yet recorded | Will record whether the answer is accurate |
| How does Vultr compare with Hetzner? | Baseline pending | Not yet recorded | Will compare the cited sources and omissions |
How a test is recorded
- Ask a defined question. We avoid changing the prompt until the test is complete.
- Record the date and system. Answers are time-sensitive and may vary by location, account and model.
- Check the claim. We compare the description with the source page and official provider information.
- Publish the limitation. A mention is not proof of quality, traffic or a recommendation.
What we will change
We will improve the pages that need clearer evidence: price and renewal context, buyer fit, source links, author and editorial information, and explicit limitations. We will not add invented tests, fake testimonials or claims that an AI system must cite us.
Need this tested for your site?
We are turning this internal method into a small, evidence-led service for teams that want to understand how their brand and pages appear in AI answers.
Last updated: October 16, 2026. This page records the method and current status; it does not claim that ProGeoFDE is currently cited by any particular AI system.