What features does VectorGap offer for AI perception management?
Monitor, analyze, and optimize how AI systems represent your brand. One platform, all major LLMs.
VectorGap provides a comprehensive suite of features for managing how AI systems perceive and represent your brand. At its core, the platform monitors AI responses across ChatGPT, Claude, Gemini, and Perplexity, detecting inaccuracies and tracking changes over time. Beyond monitoring, VectorGap helps you understand why AI systems describe your brand the way they do through diagnostic analysis, and provides tools to improve your AI visibility through optimized content generation and knowledge base management. Whether you need to detect hallucinations, analyze competitors, measure extractability, or generate GEO-optimized content, VectorGap brings all the tools together in a unified workflow designed for marketing, brand, and product teams.
Core Platform Features
Why do AI models recommend competitors over you?
Don't just know IF—know WHY. Our 5-dimension diagnostic engine identifies exactly why AI models recommend competitors over you, with actionable fixes.
The AI Visibility Diagnostics feature analyzes your brand across five key dimensions: Technical (crawlability, structured data), Entity Health (knowledge graph presence), Content Structure (extractability, freshness), Source Presence (third-party mentions), and Consistency (cross-platform accuracy). For each dimension, we identify specific issues and provide prioritized recommendations to improve your AI visibility score.
Learn more about AI Visibility DiagnosticsHow easily can AI systems cite your content?
Is your content AI-citable? Measure how easily AI systems can extract and cite your content. Scores based on NVIDIA and Princeton RAG research.
Extractability Analysis measures how well-structured your content is for AI retrieval and citation. We analyze format (lists, tables), structure (headings, sections), freshness (update dates), chunk quality (optimal 200-500 word sections), and schema markup. Higher extractability scores correlate with more frequent AI citations and recommendations.
Learn more about Extractability AnalysisWhat percentage of AI recommendations mention your brand?
Know your share of AI recommendations vs competitors. Track who's winning the recommendation battle across ChatGPT, Claude, Perplexity, and Gemini.
Share of Model tracks how often AI systems recommend your brand versus competitors for relevant queries. We monitor recommendation frequency, positioning (first mention vs later), sentiment, and accuracy across all major AI platforms. Track trends over time and correlate with your GEO optimization efforts.
Learn more about Share of ModelWhat GEO strategies work best for your industry?
GEO strategies built for your vertical. Pre-configured benchmarks, query sets, and priorities for SaaS, E-commerce, Healthcare, Finance, and more.
Industry Templates provide pre-configured GEO optimization strategies tailored to your vertical. Each template includes industry-specific query sets, competitor benchmarks, content priorities, and compliance considerations. Available for SaaS, E-commerce, Healthcare, Finance, Professional Services, and more.
Learn more about Industry TemplatesWhat do AI systems say about your brand today?
Track what ChatGPT, Claude, Gemini, and Perplexity say about your brand. Scheduled audits with diagnostic insights.
LLM Perception Monitoring runs systematic audits across all major AI platforms to capture exactly how each model describes your brand. We track changes over time, compare responses between models, and alert you to significant perception shifts or emerging inaccuracies.
Learn more about LLM Perception MonitoringHow do AI systems describe your competitors?
Monitor how AI describes your competitors. Understand why they rank higher with dimension-by-dimension comparison.
Competitive Intelligence monitors AI perception of your competitors alongside your brand. We analyze why certain competitors may be recommended more frequently, identify their strengths and weaknesses in AI visibility, and highlight opportunities for differentiation.
Learn more about Competitive IntelligenceIs AI spreading misinformation about your brand?
Automatic fact-checking against your knowledge base. Flag wrong pricing, fake features, and outdated information.
Hallucination Detection automatically compares AI responses about your brand against your verified knowledge base. We flag pricing errors, feature misrepresentations, outdated information, and complete fabrications. Each detection includes severity assessment and recommended corrective actions.
Learn more about Hallucination DetectionWhat content should you create for better AI visibility?
Generate content optimized for AI discovery. FAQs, comparison pages, and structured content that AI systems understand.
GEO Content Generation creates AI-optimized content based on your perception gaps. We generate FAQs that match common AI queries, comparison pages that position you favorably, and structured content with proper schema markup that AI systems can easily parse and cite.
Learn more about GEO Content GenerationHow do you establish your source of truth for AI?
Your single source of truth for AI. Upload docs, define facts, build the foundation for accurate AI perception.
The Knowledge Base is your verified source of truth that powers hallucination detection and content generation. Upload product documentation, pricing sheets, feature lists, and company facts. We use this to verify AI accuracy and generate corrective content when needed.
Learn more about Knowledge BaseHow do you measure AI perception improvement over time?
Composite perception scores. Trend analysis. Exportable reports for stakeholders. Alerts on significant changes.
Analytics & Reporting provides comprehensive visibility into your AI perception health. Track composite scores across dimensions, monitor trends over time, set up alerts for significant changes, and export reports for stakeholders. Integration with your existing analytics tools available.
Learn more about Analytics & ReportingHow does AI perception vary by country and language?
Monitor AI perception in specific countries. Native language queries. Local competitor tracking. Regional optimization.
Market Positioning analyzes AI perception across different geographic markets. We run audits in native languages, track local competitors, and identify regional perception differences. Essential for international brands managing AI visibility across multiple markets.
Learn more about Market PositioningWhat new features are available in VectorGap 2.0?
Next-generation capabilities for the evolving AI web search landscape. All results feed directly into your unified Brand Knowledge.
Multimedia Audits
Analyze YouTube videos for brand mentions, listenability, and alignment. Extract entities, facts, and insights that feed into Brand Knowledge.
From Starter (3-200 videos/month)Persona Simulator
Test how different buyer personas (CTO, CFO, Developer, etc.) perceive your brand across LLMs with variance analysis from baseline.
From Growth (2-10 personas/audit)Brand Safety Radar
Monitor Reddit and X/Twitter for brand safety threats, sentiment analysis, toxicity detection, and AI hallucination correlation.
Scale add-on / Enterprise includedReal-Time Alerts
Notification and escalation system for usage limits and brand safety threats. Critical escalations for unacknowledged alerts.
All plansHow does Brand Knowledge unify all VectorGap features?
Every audit result, social mention, persona insight, and alert feeds directly into your Brand Knowledge— creating a single source of truth for AI-powered brand intelligence. Query your brand's entire digital footprint with semantic search powered by Google Gemini. Brand Knowledge connects all features into a unified system that learns and improves over time.
How do VectorGap features work together?
VectorGap isn't a collection of tools—it's a workflow designed for continuous AI perception improvement.
Audit your current state
Run perception audits across ChatGPT, Claude, Gemini, and Perplexity. See exactly what each AI says about your brand today. Establish your baseline perception scores.
Detect and diagnose problems
Hallucination detection flags inaccuracies. AI diagnostics analyze your 5-dimension scores. Competitive analysis shows where you're invisible. The platform surfaces what needs fixing first.
Build your knowledge base
Upload your verified facts. Correct the record. Create the foundation that powers hallucination detection and content generation. Your source of truth for AI accuracy.
Generate optimized content
Create GEO-optimized content—FAQs, comparisons, technical docs— structured with proper schema markup so AI systems can understand and cite you correctly.
Monitor and iterate
Schedule ongoing audits. Track improvement over time with analytics. Get alerts when something changes. Keep your AI presence healthy with continuous optimization.
Frequently Asked Questions about VectorGap Features
VectorGap monitors all major AI systems that consumers and businesses use for research and recommendations: ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), Perplexity, and Microsoft Copilot. We track how each system describes your brand, noting differences between models and alerting you to inconsistencies or inaccuracies. Our multi-model approach ensures comprehensive coverage as users choose different AI assistants for different tasks.
VectorGap compares AI responses about your brand against your verified Knowledge Base—your source of truth containing accurate product information, pricing, features, and company facts. When AI statements contradict your verified information, we flag them as potential hallucinations with severity ratings (critical, moderate, minor) and provide recommended corrective actions. We also track hallucination patterns over time to identify persistent issues.
GEO (Generative Engine Optimization) is the practice of optimizing your brand and content to be accurately represented and recommended by AI systems. VectorGap helps with GEO through multiple features: perception monitoring shows your current AI visibility, diagnostics identify improvement areas, content generation creates AI-optimized materials, and analytics track your progress. Our extractability analysis specifically measures how easily AI can cite your content.
Yes, Competitive Intelligence is a core VectorGap feature. You can add competitor brands to your monitoring and see how AI describes them compared to you. We provide dimension-by-dimension comparisons showing where competitors outperform you in AI visibility and why. Share of Model tracking shows what percentage of AI recommendations mention each brand for relevant queries.
Ready to see what AI thinks about your brand?
Start with a free audit. Takes two minutes. See your AI perception across all major platforms.