Citation Sentiment Analysis in Perplexity

Analyze the sentiment of how Perplexity discusses your brand.

Perplexity doesn't just cite sources about your brand – it interprets them. When users ask about your company, Perplexity synthesizes multiple sources and creates a narrative. That narrative carries tone. If your crisis from 2019 still dominates the citations, Perplexity sounds skeptical. If recent positive coverage leads, it sounds endorsing. You need to know which story it's telling.

The Problem

Perplexity's live search means sentiment can shift with new coverage, but you're flying blind. Unlike static search results, you can't quickly scan page one to see the sentiment mix. Perplexity buries individual sources in citations, making it hard to spot whether negative coverage is driving the conversation.

The Solution

Track sentiment patterns in how Perplexity discusses your brand by analyzing both the AI-generated summaries and the source mix behind them. This reveals whether Perplexity positions you positively, neutrally, or negatively – and shows you which sources are driving that perception.

Query core brand topics systematically

Start with 10-15 queries users actually ask about your brand: company overview, product quality, pricing, leadership, recent news. Ask the same questions weekly and save complete responses. Perplexity's answers change as new content appears online.

Score sentiment in Perplexity's summaries

Read Perplexity's main response text for positive, neutral, or negative language. Look for qualifying words: 'however', 'although', 'concerns', 'praised', 'criticized'. Score each response on a simple scale: +1 positive, 0 neutral, -1 negative. Track trends over time.

Analyze citation source sentiment

Click through every citation and score the sentiment of the cited section. Often Perplexity pulls neutral facts from negative articles, or pulls criticism from otherwise positive pieces. The source sentiment mix reveals what's feeding the narrative.

Map sentiment to source authority

Track which publications Perplexity favors for your topics. Create a simple spreadsheet: Source, Authority Level (high/medium/low), Typical Sentiment, Frequency. High-authority negative sources hurt more than low-authority positive ones.

Identify sentiment trigger sources

When sentiment suddenly shifts negative, trace it to specific new sources. Check if a critical article, negative review platform, or outdated crisis coverage just gained prominence. Document which sources consistently drag down your sentiment.

Monitor sentiment by topic category

Different aspects of your brand may carry different sentiment. Product quality might be positive while customer service is negative. Track sentiment by category: product, pricing, company culture, leadership, customer experience, financial health.

Create sentiment alerts and reports

Set up weekly monitoring of your core brand queries. Create simple dashboard tracking sentiment trends and flag sudden negative shifts. Share monthly reports with PR and marketing teams showing sentiment direction and source drivers.