AI Search Sentiment Analysis

Spot Brand Sentiment Trends Across AI Engines

Quickly identify whether your brand is framed positively, negatively, or neutrally across top AI search platforms like OpenAI, Perplexity, and AI Mode

Monitor Shifts in Brand Perception Over Time

Track how AI search sentiment changes week over week or month over month. Spot emerging risks early, understand the impact of recent content updates, and stay ahead of perception shifts.

Improve Brand Presence in AI Search

Use actual AI responses and citation data to inform your content updates. Strengthen your site's authority or reach out to external publishers to reshape how your brand appears in AI search.

AI serach sentiment

AI Search Is Shaping Your Brand Image

But You Can’t See How

AI search engines are rapidly shaping how users perceive brands, but their outputs are opaque.

Marketers are left in the dark about what these AI search engines are saying and if sentiment aligns with brand goals.

This lack of visibility limits the ability to proactively manage reputation and optimize content.

Fix Negative AI Results Before They Impact Perception

Sentiment Analysis brings transparency to AI-driven brand mentions.

By surfacing actual responses and classifying sentiment, it equips marketers with precise, actionable intelligence.

Measure and respond to brand perception across different AI engines, identify the content AI pulls from, and strategically improve both on-site and off-site assets.

Everything You Need to See and Shape Your AI Brand Reputation:

Sentiment breakdowns (positive, neutral, negative, mixed) by AI search engine and query
AI response summaries showing how your brand is described
Visibility into which pages are being cited or ignored
Summary reports highlighting trends in brand perception
Actionable insights for content optimization and outreach
Support for major AI engines including Perplexity, AI Mode, and OpenAI

AI Search Sentiment Analysis

See How AI Search Engines Talk About Your Brand

See how your brand is portrayed in AI-generated answers, giving you the clarity to manage brand perception and optimize your content strategy.