What is competitive reputation benchmarking?

Competitive reputation benchmarking measures an entity against its peers using the same instruments and the same questions, since reputation is relative and an absolute number means little without context. The method runs identical queries – the same branded and category terms, the same AI prompts – through the monitoring tools for the entity and each peer, over the same time windows, so the comparison is like-for-like rather than distorted by different methods or moments. The dimensions compared define standing: search composition on the shared queries, the AI narratives each entity receives, the source quality each is built on, and share of voice across the contested territory. The value is perspective – it shows not just whether an entity is improving in absolute terms but whether it is gaining or losing ground relative to its competitors, which is how stakeholders perceive it. The discipline is strict methodological consistency across all the entities. We run peer benchmarking with IMPACT™ and AIQ™, holding the queries and time windows constant.