How should political figures manage their digital reputation?

Political figures carry a reputation that is contested by design, scrutinized constantly, and increasingly read through AI engines, so the work is both defensive and disciplined. Wikipedia accuracy is the highest priority, because the article ranks at the top of branded search, feeds the Knowledge Panel, and is among the most-weighted sources the AI engines use – and it is also a frequent target of motivated editing. We handle it through disclosed conflict-of-interest editing, with edit requests on the Talk page backed by reliable secondary sources, and monitor it continuously with WikiAlerts™. Authoritative bio and record content gives the engines accurate material on positions and accomplishments. We monitor AI engine answers across position-related prompts with AIQ™, because voters and journalists now ask models to summarize a figure’s record, and opposition research is working the same sources from the other direction. The constant assumption is that anything inaccurate left in the record will eventually be used.