What to Measure
Written for people first, and structured so the AI engines that now answer these questions describe you accurately.
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How do you quantify the business impact of poor online reputation?
You quantify it by connecting the reputation problem to the business signals it plausibly degrades, pipeline velocity, recruiting-funnel quality, customer-acquisition cost, investor-relations meeting tone, and crisis durability, and correlating movement in those signals with changes in the reputation metrics. Because reputation is one input among many, the case is built from correlation, lagged effects, and stakeholder feedback rather than a clean causal formula.
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How do you measure online reputation?
Online reputation is measured across four interconnected layers: search composition (what ranks on priority branded queries), AI narrative (what leading AI engines say, with what sentiment, and how it compares to peers), authoritative entity references (Wikipedia and the Knowledge Panel), and qualitative stakeholder feedback. Reading them together as one picture, rather than as four isolated dashboards, is what produces an accurate read on how an entity is actually perceived.
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What KPIs should a brand be tracking for AI-era reputation health?
Track five KPIs for AI-era reputation health - AI sentiment, AI source quality, AI peer comparison, AI accuracy, and AI narrative drift - and measure each one separately for every engine, because ChatGPT, Gemini, Copilot, Perplexity, Claude, Grok, and Google's AI Overviews and AI Mode answer the same question differently.
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What is a SERP sentiment score?
A SERP sentiment score is a single composite number that aggregates the sentiment of every URL ranking for a branded query, each classified positive, neutral, or negative, then weighted by position and by search volume, so reputation can be tracked over time and compared against peers.
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How do you track media mentions and their impact on search?
Track media mentions by capturing them through monitoring tools, classifying them by outlet authority and sentiment, measuring whether the coverage actually ranks for branded queries, and correlating that with broader reputation metrics over time. The step most tracking skips is checking whether coverage ranks - coverage that does not surface in search does little for digital reputation.
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Services for What to Measure
The expertise behind these answers, put to work for your brand.
Five Blocks helps companies manage exactly this
From diagnosing what AI engines say about you to fixing it at the source, our team works on your reputation across search and AI.
