What are the most important KPIs for a reputation management program?

The KPIs worth reporting measure how the entity is actually perceived, layer by layer. Each one needs a baseline set at the start of the engagement, so the program is judged on movement rather than on a point-in-time reading.

Branded query share of voice

For the priority branded search queries, how much of the visible result set is the entity’s own and aligned content, versus competitors, hostile sources, or unrelated material? Share of voice is the headline measure of control over the branded result set, and the starting point for any program.

Page-one composition

Share is one question, quality is another. Page-one composition tracks the sentiment (positive, neutral, negative) and source quality of every URL holding a position for the priority queries. A result set of high-authority positive sources looks nothing like one where mid-authority neutral or negative content fills the visible slots. Over time, composition shows whether the program is moving the page in the right direction. Monitored via IMPACT™.

AI narrative sentiment and accuracy, per engine

What do ChatGPT, Gemini, Copilot, Perplexity, Claude, Grok, Google AI Overviews, and Google AI Mode say about the entity, with what sentiment, what accuracy, and drawn from which sources? Perception is increasingly forming in the AI layer, so each engine’s narrative counts as its own KPI rather than being folded into one blended score. Monitored via AIQ™.

Knowledge Panel status

Does a Knowledge Panel exist for the entity, and is what it displays accurate and complete: the description, category, facts, and associated imagery? The panel sits at the top of a branded search where stakeholders see it first, and it reads as authoritative. A missing or inaccurate panel is both a reputation gap and an entity-signal problem.

Wikipedia stability score

Is the Wikipedia article present, accurate, well-sourced, and stable? Wikipedia feeds the Knowledge Panel and is one of the sources AI engines draw on most heavily, so its condition compounds across both layers. Stability means no contested edits, unsourced claims, or accuracy disputes; it is tracked alongside article quality and completeness. Monitored via WikiAlerts™.

Peer benchmark comparison

How does the entity’s reputation posture compare with direct peers or competitors on the same KPIs? Reputation is relative. A strong share-of-voice score means little if every peer scores higher, and a modest score can be adequate if the whole competitive set sits in the same range. Absolute numbers do not supply that context; peer benchmarks do.

Qualitative stakeholder signals

What are investors, customers, recruits, partners, and media contacts saying about what they found online? The quantitative metrics capture what ranks and what AI says. Qualitative signals tell you whether any of it is reaching stakeholders and changing behavior. Formal and informal feedback through these channels is the ground-truth check on the data, and the KPI category tied most directly to business outcomes.

Measure perception and outcomes, not inputs and activity. A program that reports pages published or edits made, without tying them to how stakeholders actually see the entity, is measuring effort. We track these seven KPIs with IMPACT™, AIQ™, and WikiAlerts™ against a baseline agreed at the start, so the program is judged by where the entity stands rather than by how much was produced.