# OpenAI API visibility tracker - Canonical: https://www.geoly.ai/openai-api-visibility-tracker - AI visibility tracker: OpenAI API Benchmark brand mentions and cited sources in OpenAI API responses. Scope Astra, Sol, Luna and Terra experiments separately from ChatGPT consumer visibility. [Discuss OpenAI API coverage](https://www.geoly.ai/contact) OpenAI API is not included in standard monitoring or the standard trial. Collection feasibility, method, cadence and deliverables require agreement. ## Define the measurement scope - **Astra / Sol / Luna / Terra**: Record the exact model identifier and version selected for the experiment. - **Responses API and tools**: Log search settings and actual tool usage, not only the requested configuration. - **ChatGPT consumer product**: Use a separate observation set; an API benchmark is not consumer exposure. ## Why measure OpenAI API on its own A reproducible API study defines the model, endpoint, instructions and tools. Astra, Sol, Luna and Terra labels should resolve to the actual model identifiers used in each run, rather than an assumed consumer default. Web-enabled responses can expose citations, while a request may not use search at all. Count the evidence returned by the run and keep retrieved sources distinct from sources cited in the final answer. ## Read the signal. Choose the right action. Mentions, citations and visits answer different questions. Keep them separate before deciding what to optimize. - **Brand mentions**: Whether the brand is named in the sampled answers. Find missing buying intents; inspect how the brand is described. - **Citation Rate**: The share of tracked answers citing your own domain. Inspect the cited URLs and the facts your pages need to support. - **Share of Model**: Your share of brand mentions within the same answer set. Compare the competitors actually named, using a stable prompt set. - **Sentiment & answer position**: The wording around a brand and its order in the answer. Read the original context before interpreting a positive or negative label. - **Referral visits**: Attributed website sessions in your analytics. Evaluate landing pages and key events separately from AI visibility. [Metric guide: definitions, formulas and how to read them](https://www.geoly.ai/ai-visibility-metrics) ### Keep the sample honest Hold prompts, engine, market and language steady when comparing periods. Report the observation count; separate failed runs from valid answers. One response is an example, not a market-wide ranking. Source links, fan-out and shopping cards depend on what an engine exposes. For a custom engagement, use these as acceptance criteria. Availability is confirmed during scoping, not promised by this page. ## Start with better questions. Choose a business type and build a small prompt set you can copy into your research workflow. These are editable examples—not live engine results or measured search demand. - Which wireless headphones brands should a first-time buyer consider? - Which wireless headphones options are worth comparing at different budgets? - How does [your brand] compare with other wireless headphones options? - What should I verify before choosing [your brand]? - Which reliable sources support the claims about [your brand]? - When should I choose an alternative to [your brand]? Replace placeholders and select your target country and language in your tracking workflow. The starter runs in your browser; it does not query an AI engine. ## From an answer to your next content decision. ### Version the research setup Inspect: Inspect model ID, system instructions, endpoint and available tools. Act: Save a configuration snapshot and change one variable per comparison. Exclude API errors from valid answer totals. Keep the evidence: Model ID · configuration · run status ### Check actual search use Inspect: Determine whether the response used a search tool and which citations it exposed. Act: Distinguish no-search answers, retrieved sources and final citations. Investigate the specific cited page before prescribing an update. Keep the evidence: Tool call · final citation · URL ### Report the right population Inspect: Check whether a result describes configured API runs or observed consumer sessions. Act: Label API metrics as benchmark outcomes. Keep the standard ChatGPT tracker as a separate source of consumer observations. Keep the evidence: Sample scope · prompt count · date ## Your first measurement cycle For OpenAI API, agree the collection and delivery scope before this cycle starts. 1. **Set the baseline**: Choose one market and a focused set of discovery, comparison and validation questions. Save the prompt list before measuring. 2. **Read the evidence**: Inspect missing mentions, citation gaps and inaccurate claims. Prioritize by relevance to a real customer decision. 3. **Change one useful thing**: Improve a specific page or source. Record what changed and when, then compare equivalent observation windows. ## Choose the coverage you actually need. Bring your target market, prompt sample, preferred interface and reporting requirements. We will establish whether custom OpenAI API coverage fits your project before you commit. ## FAQ ### Does GEOly include OpenAI API in standard monitoring? OpenAI API is not included in GEOly standard monitoring or its standard trial. Discuss an Enterprise custom research brief; collection feasibility, access, cadence and deliverables must be confirmed before work begins. ### What should a OpenAI API research brief include? Specify the exact product or API, model where known, market, language, search settings and prompt sample. Agree what counts as a mention, a citation and a valid observation. A page about a platform does not mean collection is already available. ### Can API results tell me what every ChatGPT user sees? No. An API run measures its own configured model, tools and context. ChatGPT has a separate product experience; report the two populations independently. ### Does tracking guarantee AI recommendations? No. Monitoring helps you identify gaps and inspect changes. It does not control an engine’s answers or guarantee citations, rankings or traffic growth. ### Does the prompt starter query an AI engine live? No. It builds research questions in your browser from your inputs. It does not run collection or show measured demand. Actual monitoring is configured separately. ### How should I compare results over time? Use the same prompt set, engine, market and language across equivalent windows. Inspect valid observation counts and raw answers, and annotate any collection or product-configuration changes. ### Is AI visibility the same as website traffic? No. A brand can be mentioned or cited without receiving a click. Use answer records to assess visibility and GA4 or your own analytics to assess visits and conversions. ## Official platform references - [OpenAI: web search](https://developers.openai.com/api/docs/guides/tools-web-search) - [OpenAI: supported model identifiers](https://developers.openai.com/api/docs/guides/your-data#api-endpoint-tool-and-model-support) References reviewed: 2026-11-13 [Explore all platforms and coverage](https://www.geoly.ai/ai-llm-visibility-tracker) ## Track the other engines - [Mistral visibility tracker](https://www.geoly.ai/mistral-visibility-tracker) - [Muse visibility tracker](https://www.geoly.ai/muse-visibility-tracker) - [Claude visibility tracker](https://www.geoly.ai/claude-visibility-tracker) - [Qwen visibility tracker](https://www.geoly.ai/qwen-visibility-tracker) - [DeepSeek visibility tracker](https://www.geoly.ai/deepseek-visibility-tracker) - [Grok visibility tracker](https://www.geoly.ai/grok-visibility-tracker) - [Naver AI Briefing visibility tracker](https://www.geoly.ai/naver-ai-briefing-visibility-tracker) - [Baidu ERNIE visibility tracker](https://www.geoly.ai/baidu-ernie-visibility-tracker) - [Bing AI Mode visibility tracker](https://www.geoly.ai/bing-ai-mode-visibility-tracker) - [Gemini Search API visibility tracker](https://www.geoly.ai/gemini-search-visibility-tracker) - [Perplexity API visibility tracker](https://www.geoly.ai/perplexity-api-visibility-tracker) - [Exa visibility tracker](https://www.geoly.ai/exa-visibility-tracker) - [Perplexity visibility tracker](https://www.geoly.ai/perplexity-visibility-tracker) - [ChatGPT visibility tracker](https://www.geoly.ai/chatgpt-visibility-tracker) - [Google AI Mode visibility tracker](https://www.geoly.ai/google-ai-mode-visibility-tracker) - [Gemini visibility tracker](https://www.geoly.ai/gemini-visibility-tracker) - [Google AI Overviews tracker](https://www.geoly.ai/google-ai-overviews-tracker)