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AI visibility guide
One question produces one answer. Understanding your visibility requires several realistic buying situations, their answers and sources, and an honest assessment of the limits.
AI visibility describes whether your business appears in AI answers, how it is described and whether it is recommended. Mentions, recommendations and citations to your domain are different observations.
GEO (Generative Engine Optimization) is work intended to improve the discoverability and usefulness of business information in generative answers. SEO supports discovery through search engines. Clear pages and reliable information serve both, but cannot guarantee a recommendation.
Specify what the buyer needs, the country and language. A Finnish industrial buyer might ask how to choose a maintenance partner for production equipment. This is an illustrative example, not a measured result.
Keep the service, question set, market and language consistent. A model API response does not necessarily represent the consumer search product.
Count recommendations, mentions and citations separately. Retain answers for inspection. A failed call is missing data, not brand absence.
Repeat questions and show sample sizes and uncertainty. A small difference may be ordinary variation.
Possible explanations include a closer product fit, clearer information, current sources or independent coverage. These are hypotheses to investigate, not universal ranking factors.
Inspect the cited sources and whether the question matches your offering. One answer does not establish a cause.
OpenAI uses OAI-SearchBot for ChatGPT search features. Crawler access and server availability are technical prerequisites, not a visibility guarantee. GPTBot's training setting is separate. OpenAI crawler documentation.
Use separate URLs and reciprocal hreflang annotations for Finnish and English equivalents. Google's localized versions guidance.
Sivlo combines a market model, buying situations, answers and sources, evidence-backed actions and comparable monitoring. Your team implements changes.
This release demonstrates the workflow with simulated measurements. It does not yet measure your actual ChatGPT visibility. Read the methodology or FAQ.
This release demonstrates the workflow with labelled simulated measurements. Live measurement is not connected yet.
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