DEFINITION
What Rankvia means by AI visibility
AI Visibility is an observed measurement over Rankvia's defined buyer-question set. It is not a measurement of every private conversation in an AI product, an estimate of total AI impressions, a permanent ranking, or proof that every user receives the same answer.
For example, a 40% result means Rankvia observed the brand for 40% of the eligible buyer questions it measured under this methodology. It does not mean that 40% of AI users saw the brand.
1. BUSINESS UNDERSTANDING
Rankvia starts with the business - not an arbitrary prompt list
Rankvia uses the website and Business Profile to establish the product or service, offers, target customer, market, positioning, competitors and relevant existing content. A visibility metric is useful only when the questions reflect what the business genuinely sells and who it serves.
2. Rankvia tracks buyer questions that matter to the business
Questions are selected to cover meaningful discovery, evaluation and purchase decisions. The tracked set stays stable enough for recurring comparisons to be useful. You can remove questions you do not want to track; removed questions are excluded from future scans.
Business-specific
Questions relate to what the company can legitimately compete for.
Buyer-relevant
Questions represent meaningful customer needs or decisions.
Comparable over time
The selected set supports useful scan-to-scan comparison.
Why more prompts do not automatically mean better measurement
AI search has effectively unlimited possible questions. More questions can increase coverage, but irrelevant questions can dilute the usefulness of a metric. Rankvia prioritizes relevant, actionable evidence over a prompt-volume contest.
3. AI PLATFORMS
Rankvia checks the questions across supported AI search experiences
Rankvia currently checks ChatGPT, Gemini and Google AI. Each platform response is recorded as its own observation so you can inspect where brand, competitor and source evidence differs. Platform visibility is reported separately; it answers how often a brand appeared for the eligible questions checked on that platform.
ChatGPT
Observed answer, brand and competitor presence, and visible source evidence.
Gemini
Observed answer, brand and competitor presence, and visible source evidence.
Google AI
Observed answer, brand and competitor presence, and visible source evidence.
4. EVIDENCE
Rankvia keeps the evidence behind the score
Aggregated metrics should be traceable back to the observations that produced them.
Brand presence
Whether the tracked brand appeared in the observed AI answer for a buyer question.
Competitor presence
Brands observed in the answer are kept separately from sources.
Platform
The AI experience that produced the observation.
Sources
Observable domains or pages surfaced around the AI answer as supporting evidence.
MEASUREMENT
How Rankvia calculates AI Visibility
Overall AI Visibility is question-level coverage. A question is visible overall when the brand appears in at least one eligible observed response from the supported platforms checked for that question.
AI Visibility
× 100
Example
If 25 eligible buyer questions were checked and the brand appeared for 8 of them, AI Visibility is 8 ÷ 25 × 100 = 32%.
A question enters the denominator only when Rankvia has an eligible observation for it. A failed or missing platform response does not create a negative brand result by itself. Platform visibility uses that platform's eligible questions as its denominator. Removed questions are not included in future scans.
INTERPRETATION
Overall visibility and platform visibility answer different questions
Overall AI Visibility
Whether the brand appeared for an eligible buyer question on at least one supported platform Rankvia checked.
Platform visibility
Whether the brand appeared for eligible buyer questions on a particular platform, such as ChatGPT, Gemini or Google AI.
COMPETITORS & SOURCES
How Rankvia identifies competitor visibility
Rankvia distinguishes known competitors in the Business Profile from observed competitors - brands that actually appear in measured AI responses. Those groups can differ. A third-party source is not automatically a competitor.
What Source Intelligence means
A source is not automatically a competitor, a recommendation or a page the customer controls. Rankvia distinguishes the customer's website, competitor websites and third-party sources. A third-party source may support an AI response, but Rankvia cannot modify it.
A brand appearance and a source appearance are not the same thing
| Brand appearance | Source appearance |
|---|---|
| Brand is surfaced in the observed answer. | Domain or page is surfaced as observable supporting evidence. |
| Measures user-facing brand visibility. | Measures source visibility. |
| May occur without an own-domain source. | May occur without an explicit brand recommendation. |
| Used for brand and competitive interpretation. | Used for Source Intelligence. |
CHANGE OVER TIME
AI answers are variable - Rankvia does not treat them like fixed rankings
AI responses can change across time, platforms and repeated runs. An individual observation is not a permanent ranking.
How to interpret changes between scans
Scan 1
Fresh question-level evidence
Scan 2
Fresh question-level evidence
Scan 3
Fresh question-level evidence
Recurring scans recheck brand visibility, competitors, Share of Voice and question-level results. Changes after publishing or improving a page are useful context, not proof that the page caused the change.
FROM EVIDENCE TO ACTION
A visibility gap does not automatically mean "create a page"
AI Visibility is one signal inside Rankvia's search-growth system. Rankvia evaluates it with business relevance, existing content, available search evidence, and competitor and source context before recommending an action.
Create
A meaningful buyer need lacks an appropriate owned page and evidence supports creating one.
Improve
An existing page owns the need but may be worth strengthening.
Monitor
The signal is useful to track but does not justify a website change yet.
Third-party visibility
The opportunity mainly concerns sources or surfaces outside the customer website.
Skip
The available evidence does not justify action relative to stronger opportunities.
Rankvia prioritization
Where available, Search Console and other first-party search evidence can add context. Not every input is present in every decision. The strongest justified opportunities can feed the Content Calendar.
LIMITATIONS
What AI Visibility can - and cannot - tell you
- Rankvia cannot observe every private conversation users have with AI products.
- The buyer-question set is a relevant sample, not every possible query.
- AI-generated responses and provider behavior can change.
- Brand appearance does not equal a click, lead or sale.
- Source appearance does not automatically mean a recommendation.
- Missing observed visibility does not prove a brand never appears for any AI user.
- Rankvia cannot guarantee that creating or improving a page will cause an AI system to mention or cite a brand.
- Metrics from different vendors cannot safely be compared without understanding their methodology.
AI visibility is a leading signal - business outcomes are the goal
Mentions, source appearances and Share of Voice are visibility signals, not revenue metrics. Where measurable, consider them alongside referral traffic, Search Console performance, conversions, leads and purchases. For broader guidance, read AI search optimization.
GLOSSARY
Definitions
- AI Visibility
- The observed percentage of eligible tracked buyer questions where the brand appeared in at least one supported-platform response.
- Buyer question
- A business-relevant question Rankvia tracks to evaluate how supported AI search experiences represent the market, brand or competitors.
- Brand appearance
- An eligible observation where the tracked brand is surfaced in an AI response.
- AI Share of Voice
- The tracked brand's relative share of observed brand appearances among the tracked brand and competitors within the measured set.
- Source
- A domain or page surfaced as observable supporting evidence around an AI-generated response.
- Visibility gap
- A measured question or context where evidence indicates missing or weaker brand presence and Rankvia evaluates whether action is justified.
VERSIONING
A methodology that can evolve
AI search changes quickly. Rankvia may update provider support, question selection or metric methodology as search experiences evolve. Material metric-definition changes should be documented so historical data remains interpretable.
September 2026 - v1.0
Initial public Rankvia AI Visibility methodology.
FAQ