What does a reputation management engagement actually involve?
Diagnostic, strategy, content production, entity optimization, Wikipedia work where applicable, AI narrative work, ongoing monitoring through IMPACT and AIQ, and structured monthly reporting against agreed KPIs.
The standard components of an engagement: an upfront diagnostic that establishes the baseline; a written strategy that prioritizes interventions and sets twelve-month goals; content production across owned properties and earned channels; entity optimization including Wikidata, schema markup, sameAs links, and Knowledge Panel work; Wikipedia engagement where the client has or should have an article, conducted under disclosed COI rules; AI narrative work using AIQ™ to identify source-level interventions across the eight engines we track; continuous monitoring through IMPACT™, AIQ, and WikiAlerts™; and a monthly written report tying progress back to the agreed objectives with the underlying data available. The mix and emphasis vary by client and category, but those components are the spine of the work.
Last reviewed: 19/05/2026