Gemini AI Visibility Monitoring
Gemini integration is in development. The adapter is written and includes support for grounding metadata — structured citation sources Google returns when search grounding is active. Live production monitoring is not yet available.
Integration in development — no live observations yet
GeoScript does not have production observations for Gemini at this time. The information below describes what GeoScript plans to observe and what signals will be available when live monitoring activates. No data currently exists for this engine.
How GeoScript observes this engine
- →The GeoScript Gemini adapter targets the Google Generative Language API (generativelanguage.googleapis.com/v1beta/models/{model}:generateContent).
- →The adapter is written and tested against fixture data. Live production monitoring — real API calls in the monitoring pipeline — is not yet active.
- →When live: raw HTTP response bodies will be preserved before parsing. Gemini's response includes candidates[0].content.parts[] for text and, when search grounding is enabled, a groundingMetadata object containing groundingChunks with source URIs and titles.
- →Gemini does not report a provider-level dollar cost in its response. GeoScript will calculate cost from usageMetadata.promptTokenCount and candidatesTokenCount.
Signals planned when live
- →Business mention detection — planned for when live monitoring activates.
- →Recommendation rate — planned for when live monitoring activates.
- →Structured citations via groundingMetadata — when Gemini returns groundingChunks, GeoScript will extract structured source URLs and titles. This is a higher-fidelity signal than text-regex extraction.
- →Response text — the verbatim answer from Gemini, once live.
- →Historical tracking — results will accumulate once live monitoring is active.
What GeoScript does not measure
Explicit limitations (§127)
- ✕GeoScript cannot measure Google's AI Overview surfaces (featured snippets, AI-integrated search results) through the Gemini API. Those are distinct Google products.
- ✕GeoScript does not have access to Google's internal ranking signals, search index, or model parameters.
- ✕GeoScript cannot observe user interaction with Gemini's interface — no dwell time, click behavior, or follow-up queries.
- ✕Live monitoring is not yet active. No production observations exist for Gemini at this time.
- ✕Observation results will reflect a point in time once live. GeoScript cannot predict or guarantee future responses.
Related
Other AI engines
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GeoScript monitors how Perplexity responds to business queries and — uniquely — captures the structured citations Perplexity natively reports, giving you the highest-signal citation intelligence of any monitored engine.
Google AI Overviews appear in Google Search results as AI-generated summaries. GeoScript is developing integration to monitor when businesses appear in these summaries. Live monitoring is not yet available.
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