ChatGPT AI Visibility Monitoring
GeoScript monitors how ChatGPT responds to commercial, local, and comparison queries that affect your business — tracking mentions, recommendation rate, and response text across prompt categories.
How GeoScript observes this engine
- →GeoScript sends deterministic prompt sets to the OpenAI Chat Completions API (api.openai.com/v1/chat/completions) via a live adapter.
- →Each call uses real API credentials against the production OpenAI endpoint — not a simulation or cached replay.
- →The raw HTTP response body is preserved before any parsing, so the observation record reflects what the engine actually returned rather than an interpreted version.
- →Observation latency, token counts, and actual model version are recorded alongside each result.
- →Retries occur only on server-directed 429 or 5xx responses. Timeouts are terminal to avoid double-billing and to record an honest failure.
- →GeoScript uses a consistent, temperature-controlled prompt template across observation runs to minimize variance and support meaningful comparison over time.
Signals available
- →Business mention detection — whether your business name appears in the response.
- →Recommendation rate — the proportion of observed prompts where your business is mentioned or recommended.
- →Response text — the full verbatim answer returned by the engine, preserved for each observation.
- →URL extraction — HTTP/HTTPS URLs mentioned in the response text, extracted via pattern matching. This is a best-effort signal; ChatGPT does not emit structured citation objects.
- →Historical tracking — results accumulate over time so you can see how responses change across runs.
- →Observation metadata — prompt, engine, model version, latency, and timestamp per result.
What GeoScript does not measure
Explicit limitations (§127)
- ✕GeoScript cannot observe dwell time, click-through behavior, or how a user interacts with ChatGPT's response after it is returned.
- ✕GeoScript does not have access to OpenAI's internal ranking signals, training data, or model parameters.
- ✕ChatGPT does not emit structured citation objects. URL extraction from response text is noisy and may miss some references or include false positives.
- ✕GeoScript observes responses at observation time — each query is a real API call, not a replay of a user session. Personalized responses a specific user may receive can differ.
- ✕Observation results reflect the engine's response at one point in time. GeoScript cannot guarantee a future response will match.
- ✕GeoScript does not measure ad placement, paid search features, or monetized surfaces within ChatGPT.
Related
Other AI engines
GeoScript monitors how Claude responds to business and commercial queries, tracking mentions, recommendation rate, and response content across your prompt universe.
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.
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.
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.
Microsoft Copilot integration is in development. GeoScript plans to monitor how Copilot responds to commercial and local business queries. Live monitoring is not yet available.