Review Reputation
Review quality, response gaps, rating patterns, competitor comparison risk, and trust signals across public review sites.
Community Sentiment
Reddit, Quora, and niche forum discussions where buyers ask if a brand is reliable, worth the price, or better than alternatives.
Founder Authority
Founder and expert content that gives buyers more proof, helps explain the category, and strengthens public credibility.
Comparison Readiness
Public proof that helps your brand stand up in comparison searches, alternative pages, buyer threads, and AI recommendations.
Video and Comment Signals
Mentions, customer questions, review comments, and creator discussions that can reveal brand sentiment and demand signals.
AI
AI Reputation Visibility
Prompt testing to understand how ChatGPT, Perplexity, Gemini, and Google AI Overviews may describe your brand and competitors.