Same question, different answer on every engine.
The same customer question produces a different answer and different sources on each Ai engine. VIBE TO GEO asks your queries on each engine separately and puts the results side by side.
- How it's measured
OpenAI
ChatGPT
We measure ChatGPT through OpenAI's Responses API with the web search tool on. Sources are taken from the citations (link and title) in the answer text.
- How it's measured
Perplexity
Perplexity
We measure Perplexity through its Agent API with the quick-answer preset (fast) and web search on. On this endpoint the answer is written by a model Perplexity chooses while search and source selection are Perplexity's; the answering model is recorded with each answer. Sources come from citations and search results.
- How it's measured
Google
Gemini
We measure Gemini through the Gemini API with Google Search grounding on. Sources are taken from the citations in the answer. The Gemini API offers no country setting; the query is asked in your brand's language.
- How it's measured
Anthropic
Claude
We measure Claude through Anthropic's Messages API with the web search tool on. Sources are taken from the citations in the answer text.
- How it's measured
Google
Google AI Overviews
We read Google AI Overviews from the Ai summary Google shows above its search results. There is no official API, so the result comes from a licensed search-data provider (SerpApi LLC, USA); sources are taken from the summary's links. If Google shows no summary for a question, that is marked separately; the question still uses a credit and counts as not mentioning you in the visibility score.
- How it's measured
Google
Google AI Mode
We read Google AI Mode from the conversational Ai answer in Google Search. There is no official API, so the answer comes from a licensed search-data provider (SerpApi LLC, USA); sources are taken from the answer's links. If Google shows no Ai answer for a question, that is marked separately; the question still uses a credit and counts as not mentioning you in the visibility score.
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