SentimentStack vs. ResonanceMetrics

ResonanceMetrics

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What is SentimentStack?

SentimentStack is an advanced AI visibility platform built to help brands understand, track, and improve how they appear across modern AI-driven search and assistant platforms. It continuously monitors brand presence across systems such as ChatGPT, Claude, Gemini, Perplexity, and Google, providing a unified view of visibility across multiple channels. The platform offers detailed analytics, including visibility scores, average rankings, prompt tracking, and competitor benchmarks, all presented in an intuitive dashboard. Users can analyze how AI engines respond to real-world queries and determine whether their brand is being recommended or overlooked. SentimentStack enables teams to run controlled experiments, allowing them to test specific changes, compare results against control groups, and measure true impact on visibility. Its knowledge context engine builds a dynamic and evolving representation of a brand, incorporating products, customer personas, competitors, and messaging guidelines. This ensures that all insights, recommendations, and analyses are grounded in accurate brand context. The platform also provides tools for citation tracking, helping users identify which sources AI engines rely on and where gaps exist. Content auditing features offer actionable recommendations to improve alignment with AI-driven search behavior. Automated alerts notify users of any drops in visibility, ranking changes, or competitor advancements. SentimentStack supports SERP tracking alongside AI monitoring, giving a complete picture of both traditional and AI-based search performance. Its reporting tools allow teams to track long-term trends and share insights across stakeholders. By combining experimentation, analytics, and automation, the platform enables continuous optimization of brand visibility. Ultimately, SentimentStack helps organizations stay ahead in a digital environment where AI-generated answers are becoming the primary source of information discovery.

What is ResonanceMetrics?

ResonanceMetrics helps marketing teams, agencies and brands of any kind understand and improve their presence in AI-generated answers. Created in 2025 and based in Paris, France, it covers ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews, and suits e-commerce among many other sectors. Capabilities include automated brand and competitor analysis, AI-driven personas and prompt libraries, ongoing tracking of mentions, sentiment and share of voice, semantic analysis of how AI models perceive you versus your intended positioning, technical GEO audits (Lighthouse, Core Web Vitals, structured data), a unified GEO Score with prioritised recommendations, and APO to make product pages readable by AI agents. Pricing is freemium: a free plan with no credit card, then €99, €179 or €299 per month. Multi-market, multilingual (EN, FR, ES), unlimited users.