Observations and results
Buyer questions, citation evidence, competitor sources and actual website events: how to measure your work without inventing demand.
Start with your question.Which buyer questions to test in AI: unbranded and branded
Build a panel of selection, comparison and company-check questions without prompting the AI toward your preferred answer.
Read articleObservations and resultsAI mentions, citations and recommendations: three different results
Avoid presenting every detected name as a business recommendation.
Read articleObservations and resultsSaved answers, new AI requests and agent research
What AURA reads from history and when you can claim to have checked a specific platform.
Read articleObservations and resultsWhy a website FAQ cannot automatically count as demand monitoring
Separate content questions from questions that test an independent company recommendation.
Read articleObservations and resultsHow to compare AI checks and distinguish changed results from changed conditions
Record the question, model, language, market and session context; understand the role of questionSetHash.
Read articleObservations and resultsAI linked to the site today but not tomorrow: interpreting a small sample
Why one success or one omission does not establish a stable place in answers.
Read articleObservations and resultsHow to compare competitors in AI answers without an invented ranking
Look at identical questions, types of presence and specific pages rather than an attractive table position.
Read articleObservations and resultsHow to turn AI citation sources into an improvement plan
From an actual link and question to a task that does not rely on invented external-site content.
Read articleObservations and resultsHow to measure AI referrals and account for missing sources
What the tracker receives from referrers and tags, why some visits remain direct/other, and where conclusions must stop.
Read articleObservations and resultsHow to connect AI referrals with inquiries without counting a click as a sale
Distinguish pageviews, browser goals and events confirmed by the website's server.
Read articleObservations and resultsA bot visited the site: does that mean indexing and citation?
Distinguish a technical test, a User-Agent string, a verified request and use of a page in an answer.
Read articleObservations and resultsNo answers or referrals in history yet: what to do first
Why an empty workspace does not mean the company is never recommended, and how to obtain the first record.
Read articleObservations and resultsNo authorization or an AI check is blocked: how to continue
Distinguish AURA sign-in, project permissions and the AI service's own session; save the cause instead of a fabricated negative answer.
Read articleObservations and resultsHow agencies should report clients' AI visibility
What to show a business owner: completed changes, observed answers, sources, inquiries and limitations.
Read articleObservations and resultsAn AI link appeared after a change: what can be claimed?
Connect the change log with a repeated question and distinguish a sequence of events from a proven cause.
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These articles explain the process. Your workspace stores questions, tasks and verified results for your website.
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