Answer Sentiment Snapshot
Measure how positively or negatively an AI answer frames your brand, and which themes drive that tone.
Answer input
Paste an AI answer and the brand you want to evaluate.
Run the tool to get a structured result with scores, tables, recommendations, and next steps.
What You Get
Separates positive, neutral, and negative framing instead of counting mentions only.
What You Get
Extracts the themes shaping the answer, such as price, ease of use, or trust.
What You Get
Useful for debugging recommendation quality after launches or PR events.
- Paste the full answer, not just a single sentence.
- Include the exact brand name you want to track so the tool can focus the analysis.
- Use weak or negative themes as inputs for new case studies, FAQs, or review asks.
AI Visibility Checker
Score how clearly your brand, category, and proof stack line up with AI recommendation prompts.
AI Citation Tracker Lite
Map the mix of owned, editorial, review, and community sources supporting a page or topic.
AI Search Readiness Score
Benchmark whether your brand is actually ready for AI search, not just traditional SEO.
Track this in Citepanel
Move from one-time checks to continuous visibility, position, and sentiment monitoring.