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Public AI visibility protocol

AI Citation Watch

A repeatable way to check whether independent AI assistants can find, understand and cite VPN Advisor's public evidence. The listed services do not sponsor or endorse VPN Advisor.

Protocol edition 2026-09-21 · 0 measured observations

No visibility result is claimed yet

This benchmark publishes the questions and evaluation rules before any result. An unmeasured platform is recorded as not measured, never as zero visibility or an endorsement.

6

platforms in the protocol

10

fixed research questions

0

published observations

How a run is evaluated

Same question, inspectable record

Keep the prompt fixed

Use the same English question, platform and answer mode for a comparable sample.

Separate evidence types

Record a direct citation, a brand mention, a provider claim and an unsupported statement as different outcomes.

Save the context

Store the model, date, search mode, answer URL and exact cited pages so a result can be checked later.

Platforms in this edition

ChatGPT

Prompt URL support is available where the service accepts it.

Not measured

Claude

The service is opened separately and the fixed question is copied for the user.

Not measured

Gemini

The service is opened separately and the fixed question is copied for the user.

Not measured

Perplexity

Prompt URL support is available where the service accepts it.

Not measured

Grok

The service is opened separately and the fixed question is copied for the user.

Not measured

Microsoft Copilot

The service is opened separately and the fixed question is copied for the user.

Not measured

Fixed question set

What will be asked

Back to source desk
AI citation watch benchmark questions
QuestionIntentTarget pages
How can I compare independent VPN audits without treating every audit as a blanket security certification?Audit literacy
/methodology
/research/questions/which-vpns-have-third-party-security-audits
How do Proton VPN and Mullvad differ for a privacy-focused user, and which claims require checking the original source?Head-to-head comparison
/comparison/proton-vs-mullvad
/reviews/proton-vpn
/reviews/mullvad
What evidence should I look for before trusting a VPN provider's no-logs policy?Privacy evidence
/methodology
/research/questions/which-vpns-have-independent-no-logs-audits
How should I compare VPN introductory pricing, renewal pricing and refund terms?Pricing literacy
/methodology
/comparison
Which VPN providers have a documented WireGuard record, and what is still unknown?Technical feature evidence
/research/questions/which-vpns-support-wireguard
/research/evidence-ledger
Which VPN providers publish transparency reports, and how should those reports be interpreted?Accountability evidence
/research/questions/which-vpns-publish-transparency-reports
/research/transparency-index
What does a VPN provider's jurisdiction tell me, and what does it not prove by itself?Legal context
/research/questions/vpn-jurisdictions-compared
/methodology
What should I check before installing a free VPN, and which risks are commonly overstated?Safety education
/guide/free-vs-paid-vpn
/blog/free-vs-paid-vpn
How can I tell whether a VPN comparison is source-based, independent and current?Source quality
/methodology
/research
/research/evidence-ledger
What does VPN Advisor do, which sources does it use, and what are its limitations?Publisher transparency
/about
/methodology
/research/transparency-index