Data sources, generation logic, interpretation boundaries, known limitations, and proper use of GEO Lens Diagnosis reports
2026/07/02
GEO Lens Diagnosis reports are designed for brand visibility diagnosis, competitive observation, and optimization planning in AI search and AI answer scenarios. They help users understand how selected AI platforms mention, rank, cite, compare, and recommend a brand under a sampled set of diagnosis questions.
Reports are generated for business analysis and decision support. They are not legal, financial, medical, investment, public-relations, tax, advertising, regulatory, or compliance advice.
A report may include:
The report does not claim to cover every possible question, every AI platform, all web sources, all markets, or all real user intents. It reflects the sampled scope and task configuration shown in the report.
The system creates or receives diagnosis questions, collects answers from selected AI platforms or configured collection providers, stores raw responses, computes visibility and ranking metrics, analyzes sources and competitor signals, and renders report assets for viewing, sharing, and export.
Where the report contains charts, rankings, action suggestions, or summaries, they are derived from the available task data and the current GEO diagnosis pipeline. If a report is rebuilt or retested later, results may differ because AI answers, platform behavior, source availability, and business context can change over time.
AI answers can contain omissions, outdated content, hallucinated statements, or incomplete source attribution. Collection providers and model APIs can also fail, timeout, or return partial results.
Third-party AI platforms may change answers, source references, ranking logic, retrieval behavior, citation availability, safety filters, and output format at any time. Some platforms may return no references or incomplete references.
The report reflects the sampled questions, selected platforms, collection time, rounds, task configuration, and available references. It should not be treated as a complete view of all market demand, all audience behavior, or every possible AI answer.
Visibility rate, Top 3 rate, average rank, source coverage, competitor signals, and action suggestions are diagnostic indicators. They help identify possible visibility gaps and optimization priorities, but they do not guarantee search ranking, revenue growth, brand reputation improvement, traffic increase, or conversion results.
If the report references competitors, sources, products, or channels, those references are extracted or inferred from the available AI answers and should be reviewed before external publication.
Use the report to identify visibility gaps, weak answer eligibility, competitor patterns, source coverage gaps, and priority optimization actions.
Before making high-impact business, legal, financial, or public claims, verify important facts with first-party evidence, authoritative sources, or qualified professionals.
Retests are useful because AI answers and source references change over time. Comparisons should be read as directional signals, especially when question sets, platforms, rounds, or market context differ.
Shared links, passwords, exported PDFs, spreadsheets, and data packages may be forwarded or reused outside the system. The person sharing a report is responsible for controlling recipients, context, confidentiality, and downstream use.
If you believe a report contains an obvious data issue, missing source, collection error, or incorrect interpretation, contact us through Contact with the report link and the specific section that needs review.