How to verify and correct brand information errors in Wikidata?

When errors are found in brand information on Wikidata, verification and correction must follow the standardized process of "verifying sources → submitting modifications → tracking review" to ensure data accuracy and the reliability of AI search citations. Verification phase: Cross-verify information through official brand websites, authoritative news reports, or credible databases (such as company annual reports), focusing on confirming the accuracy of key attributes (e.g., founding time, headquarters address, core business), and avoiding reliance on unofficial or outdated sources. Correction phase: After registering a Wikidata account, enter the target entry, click "Edit", modify the incorrect fields, add links to reliable sources (such as official statement URLs), and wait for community review after submission; if the modification is rejected, supplementary evidence can be provided on the discussion page or contact administrators for assistance. To maintain the quality of brand metadata in the long term, regularly monitor entry changes using Wikidata query tools, or systematically manage the accurate presentation of brand information in AI searches through professional services (such as Star Touch's GEO meta-semantic optimization) to enhance information credibility and citation efficiency.