An AI-driven experience management platform for enterprises to collect multi-channel feedback, analyze structured and unstructured data, and deliver actionable insights.
vCitation
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About vCitation
vCitation tracks how brands are mentioned by ChatGPT, Perplexity, Claude and Gemini, providing real-time insights into share of voice, citation trends and sentiment. The platform aggregates live data from AI engines to show where a brand appears, how competitors compare and which topics drive citations. Users receive alerts when their brand visibility shifts and sentiment scores that classify mentions as positive, neutral or negative. A Brand Score summarizes overall AI presence, while competitor intel highlights gaps in coverage. The dashboard also suggests content gaps by identifying high-frequency topics where rivals are cited but the user is not. The service aims to help businesses optimize their content for generative engine optimization (GEO) and measure ROI from AI-driven brand visibility.
Key features
- Multi-engine tracking (ChatGPT, Perplexity, Claude, Gemini)
- Live citation alerts via Slack, email and webhook
- Brand Score and share-of-voice analytics
- Competitor benchmarking dashboard
- Sentiment analysis of AI mentions
- Content gap engine for GEO optimization
- Real-time visibility trend monitoring
- Multi-client agency support
Use cases
- Monitoring brand visibility in AI-driven product research
- Benchmarking against competitors in AI search results
- Identifying content gaps for generative engine optimization
Pros
- Tracks brand presence across four major AI engines
- Provides real-time alerts for visibility changes
- Includes sentiment analysis of AI mentions
- Offers competitor benchmarking and share-of-voice metrics
- Generates content gap recommendations
Cons
- Limited to four AI engines
- No public pricing or free tier mentioned
- Early access program implies limited availability
Frequently asked questions about vCitation
How does vCitation actually work?
vCitation identifies where your brand is mentioned across ChatGPT, Perplexity, Claude, and Gemini, then aggregates this data into a live dashboard. It tracks share of voice, sentiment, and competitor comparisons while providing alerts for visibility shifts.
What AI engines does vCitation track?
The platform monitors brand mentions across four major AI engines: ChatGPT, Perplexity, Claude, and Gemini. Each engine’s share of voice and citation trends are displayed in the dashboard.
What is a Brand Score?
The Brand Score is a metric summarizing a brand’s overall visibility and performance across AI engines. It reflects share of voice, citation trends, and sentiment to provide a snapshot of AI-driven presence.
How is this different from Google SEO?
vCitation focuses on generative engine optimization (GEO), tracking how AI engines cite brands in responses rather than traditional search rankings. It measures real-time AI visibility and sentiment, which differs from Google’s keyword-based SEO.
Can agencies manage multiple clients?
The platform supports multi-client management, allowing agencies to track and benchmark visibility for several brands within a single dashboard.
What does the dashboard show me?
The dashboard displays live Brand Scores, share of voice across AI engines, competitor comparisons, citation alerts, sentiment analysis, and content gap suggestions to guide optimization efforts.
