What Do We Research?
Our research is not tied to a single platform or a single measurement method. Depending on the research question, we look separately at brand visibility, source use, search performance, industry competition or differences between countries and languages.
AI visibility
We examine how brands appear in answers from ChatGPT, Gemini, Google AI Overviews, Perplexity and similar AI systems: mentions, citations, source visibility, place in recommendation lists, position and comparison with competitors. AI visibility is an observed state; it is not the same thing as a site's technical readiness or the traffic it receives from AI platforms.
Citation and source analysis
We analyze which web sources AI answers use for given queries, which domains recur and to what extent brands appear as sources. Our aim is not to make firm cause-and-effect claims about the platforms' closed algorithms, but to compare the source patterns that can be observed.
Search visibility
We examine the visibility of brands, categories, industries or query groups on Google. Where needed, we compare SEO data and AI visibility data in the same study, but we do not present organic search success as an AI visibility result.
Industry research
We compare brands within an industry using a common method to examine visibility, competition and source patterns. Because every industry has its own range of questions and competitive structure, we design each study around its industry.
Cross-market analysis
We compare how the same industry or group of questions performs under different country, language and market conditions. For example, we use this approach to measure how an exporter appears in the questions buyers in a target market ask in that country's language.
How We Prepare Our Research
We start every study by defining the question we want to answer; then we set the industry, market, platforms, queries, measurement dates and the metrics we will use. We publish the findings together with the scope they were produced in and their limitations.
Research question → Scope → Data and observation → Classification → Analysis → Limitations → Findings
- Research question. We define the question we want to answer clearly. "Which brand is more visible?" and "Which sources are cited more often?" are not the same research question.
- Scope. We set the industry, market, country, language, queries, platforms and measurement dates.
- Data and observation. Depending on the study, we use Magna AI Analyzer measurements, search data, web analytics, open web sources and manual checks.
- Classification. We do not merge different signals into a single metric: readiness, observed visibility and post-visibility outcomes are separate; so are mentions, citations, recommendations and traffic.
- Analysis. We compare results by brand, competitor, industry, market, platform and period, looking for meaningful patterns, not just numerical differences.
- Limitations. We state the sample, query set, measurement period, platform differences and the variables we cannot observe.
- Findings. We publish only conclusions the data supports; we do not make cause-and-effect claims that cannot be drawn from observation.
We explain all of our measurement rules on our GEO Methodology page.
Research Infrastructure
In our AI visibility research, we take measurements with Magna AI Analyzer, a tool we developed ourselves. For the queries we define, it records the visibility of brands and their competitors, mentions, citations, place in recommendation lists, position and change over time, by platform and query. Where needed, we assess these measurements together with manual checks, Search Console and web analytics data. You can find details of our tools on our AI Visibility Tools page.
The Next Step After the Research
If you want to see the same measurement for your own brand and competitors, choose our AI Visibility Analysis; if you want us to improve how your brand appears in AI answers based on the findings, choose our GEO Services. You can see all of our GEO, AEO and AI visibility services together on our AI Visibility: GEO and AEO Services page.