Use the same questions, AI platforms and devices to compare the first, previous and current answers, together with publishing links and screenshots.
A single number cannot show performance. Before-and-after comparison only makes sense when the method, AI answers and publishing records line up.
Record the question, AI platform, device, time and version.
Keep whether the brand appeared, where it appeared, which pages were cited and a screenshot.
Keep the final content, publishing account, valid link, screenshot and current status.
Keep the first, previous and current results, and note any change in method.
AI answers can change over time. A report reflects the result at that moment and that check; it does not promise a long-term ranking or a guaranteed mention.
The timing of re-checks depends on the service plan, platform behaviour and project progress. Platforms not formally connected are not claimed as automatic data sources.
Record the final content, link, time and screenshot.
Define which questions, AI platforms and devices to review.
Results without an answer or screenshot are not counted in the comparison.
Review changes in presence, position, competitor performance and sources.
Adjust the next round based on confirmed changes.
Content updated：
Confirm the scope first, then check each completed deliverable against its original evidence.
Within the agreed question and platform scope, divide valid answers mentioning the brand by all valid answers. Also report coverage, denominators and failures. Rates with different scopes or definitions are not directly comparable.
Record a position only for an explicit ordered list; otherwise mark it not applicable. Track citation and mention rates separately, preserving and checking the actual cited URLs.
First check questions, platform/model, device, region and collection method. Model changes, time and external information can affect results. Explain inconsistent conditions rather than turning correlation into proven causation.
We can start by checking whether existing reports, publishing links and AI answers are complete.