The complete toolkit for LLM optimization
MentionPilot is not just a visibility checker — it is an end-to-end marketing platform for Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO). Monitor, diagnose, fix, and automate every layer of how AI recommends your clients.
Monitor
Track AI visibility, prompt coverage, and citation share across ChatGPT, Perplexity, and Gemini.
Optimize technically
Audit AI crawlers, schema, llms.txt, sitemaps, and site structure for answer engines.
Build entity clarity
Strengthen how LLMs understand your brand with Organization schema, FAQs, and consistent NAP.
Create citable content
Generate comparison pages, FAQ assets, and answer-first content LLMs can cite.
Close citation gaps
Find where AI mentions you but cites competitors — then fix with authoritative pages.
Automate & report
Weekly scans, nurture sequences, white-label reports, and agency-ready client deliverables.
16 integrated tools — one platform
Everything agencies and marketing teams need to optimize client LLM visibility requirements.
AI Visibility Monitor
Track mention share across ChatGPT, Perplexity, Gemini, and other answer engines.
monitoringPrompt Coverage Mapper
Map buyer-intent prompts to mention gaps and priority content opportunities.
monitoringCitation Gap Analyzer
Find where AI cites competitors but not your URLs or brand entities.
monitoringBrand Entity Optimizer
Score Organization schema, NAP consistency, and entity clarity for LLM parsing.
entityTechnical AEO Audit
Audit robots.txt AI crawlers, sitemaps, canonicals, and llms.txt readiness.
technicalllms.txt Generator
Generate an LLM-readable site guide for AI crawlers and answer engines.
technicalLLM Content Readability
Score headings, FAQ depth, answer-first structure, and extractability.
contentSchema & FAQ Builder
Draft Organization, FAQPage, and LocalBusiness JSON-LD for AI citability.
contentComparison Page Generator
Create ethical vs-competitor pages AI can cite for evaluation queries.
contentSource Authority Tracker
Monitor off-site mentions, directories, and third-party sources AI may trust.
distributionWeekly LLM Monitoring
Scheduled scans with alerts when visibility or citations drop.
monitoringClient-Ready Reports
White-label PDF and shareable reports for agencies and consultants.
distributionPersona-Aware Optimization Roadmap
Phased quick wins, foundation, and scale plan tailored to your business type.
planningPer-Engine Playbooks
Engine-specific tactics when ChatGPT, Perplexity, or Gemini underperform.
planningLLMO Content Brief Generator
Actionable briefs from missed prompts with inclusive writing guidance.
contentInclusive Content Audit
Plain language, structure, and FAQ signals for human + LLM accessibility.
inclusiveBuilt for agencies & in-house teams
White-label reports, multi-project dashboards, team seats, and Hermes-powered automation for content and lead workflows.