Marketing

AI Search Sentiment Tracker

Analyze brand sentiment in generative search engine responses

OverviewCapabilitesAgent WorkflowExample prompt

Overview

The AI Search Sentiment Tracker monitors and analyzes how your brand is represented across generative AI search engines—including Google AI Overviews, Bing Copilot, and Perplexity. As AI-generated answers increasingly shape buyer perception, this agent surfaces sentiment signals, identifies narrative gaps, and benchmarks your brand against competitors in real-time search responses. Marketing and brand teams gain actionable intelligence to proactively manage their AI search presence, correct misinformation, and optimize content strategies to influence how AI engines describe their products and services. Built on elvex's model-agnostic platform, it integrates seamlessly with your existing marketing stack.

Capabilities

  • Monitor brand mentions and sentiment across generative AI search engines continuously
  • Benchmark brand positioning against key competitors in AI-generated responses
  • Identify narrative gaps and misinformation in AI search summaries
  • Generate sentiment trend reports with actionable content optimization recommendations
  • Alert marketing teams to sudden shifts in brand sentiment or coverage

Agent Workflow

  1. Input: User provides brand name, competitor names, and target keywords or topics
  2. Query Execution: Agent submits structured queries to generative AI search engines and captures responses
  3. Sentiment Analysis: Analyzes tone, framing, and factual accuracy of brand mentions in AI responses
  4. Competitive Benchmarking: Compares brand sentiment scores against specified competitors
  5. Trend Tracking: Logs results over time to surface sentiment shifts and emerging narratives
  6. Output: Delivers a structured sentiment report with findings, trend charts, and recommended content actions

Example prompt

"Analyze how our brand [Company Name] is described in AI-generated search responses for the query 'best [product category] software.' Compare our sentiment and positioning against [Competitor A] and [Competitor B]. Identify any inaccuracies, negative framing, or missing value propositions in how AI engines describe us, and provide three specific content recommendations to improve our AI search presence over the next 30 days."

Integrations

  • Slack
  • Google Sheets
  • Notion

Best suited for

  • Brand Manager
  • Marketing Director
  • Digital Marketing Manager

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