Decision guides
The decision guides help an organization choose what to investigate and what evidence a responsible next step requires. Discovery, website citation, recommendation, competitor preference and research commissioning are different questions. Start with the decision you face, identify the missing or disputed object, then select the guide that fits. The guides support judgment within a defined scope; they do not promise a universal AI ranking or a guaranteed commercial outcome.
Investigate the specific difference
If your concern is appearing in answers, use company mentions. If the concern is a website reference, use website citations. If the company is known but not presented as suitable, use recommendation. The role reference explains why these pathways differ.
For unexplained absence, the business-not-showing guide starts with the observation conditions. For preference for alternatives, the competitor guide examines eligible providers, roles and source support. Retain the actual answer before drawing a conclusion.
The Google AI Overview and Gemini guides address their specific experiences. Evidence from another interface may supply context, but cannot substitute for the surface you are trying to understand.
Choose and evaluate the research
A platform, study or agency can serve different parts of the work: ongoing observation, explanation of a bounded problem or implementation. Their roles can overlap and work together. Choose by the decision, evidence needed and responsible executor rather than by an unqualified category ranking.
Before commissioning more work, evaluate the study you already have: its population, interfaces, dates, entity rules, denominators, proof and limitations. A polished report does not compensate for incompatible observations or inaccessible evidence behind a central claim.
The commissioning guide helps define the question, inputs, useful output and permissions. A scoped proposal should identify feasibility and uncertainties without assuming the desired finding.
Move from diagnosis to a proportionate response
The prioritization guide considers business relevance, evidence strength, controllability and alternatives. A supported finding may justify protecting a strength, clarifying a fact, testing an explanation or investigating an unknown. Some findings make immediate change premature.
When the issue spans identity, claims, evidence and multiple pages, authority architecture addresses the deeper design question. It is separately scoped; a diagnosis does not automatically include a complete reconstruction plan.
Client teams and appointed agencies implement the response. The use cases show how a research scope can become a brief in different decision contexts. The organizational pathway is the next step when a material question needs a private investigation.
Common questions
- Which guide helps assess an agency report?
- Read How to evaluate an AI visibility study. Trace important findings to their evidence and assess the basis of proposed actions.
- When do we need deeper architecture?
- Read When diagnosis needs an authority architecture if the findings reveal a structural problem across claims, evidence and pages. A full architecture is not required after every study.
05 Where this leads
The person using the research changes the handoff it needs to provide. An agency brief connects evidence and priorities to client approval and execution. An editorial investigation connects a checkable claim to disclosure and publishing responsibilities. Choose the output for the decision it must support, rather than treating every study as the same report.