The Architecture of
Generative Engine Optimization
Every tool required to audit, monitor, reverse-engineer, and dominate your brand's representation across commercial LLMs.
Multi-Engine Simulation Radar
Querying ChatGPT is not enough. Citerecon runs concurrent synthetic buyer prompts across ChatGPT, Claude, Perplexity, and Google Gemini simultaneously, extracting verbatim LLM responses and measuring brand sentiment.
- Zero API friction - we handle model quotas, rate limits, and caching
- Automated intent classification (Discovery, Comparison, Listicle, How-To)
- Cross-engine parity comparison to spot model bias and training data drift
Competitor Displacement Matrix
Know exactly which competitors are being cited instead of you, why the model chose them, and the exact attribute claims they are winning on.
- Track up to 20 rival domains across your entire target prompt cluster
- Identify citation gaps where no clear category leader is established yet
- Displacement alerts when a competitor is promoted into recommendation slot #1
Automated JSON-LD Schema Studio
LLMs don't guess; they extract structured entities. Our Studio generates production-ready `Organization`, `SoftwareApplication`, and `FAQPage` schemas designed for immediate LLM parsing.
{
"@context": "https://schema.org",
"@type": "SoftwareApplication",
"name": "YourBrand",
"applicationCategory": "BusinessApplication",
"operatingSystem": "Web, Cloud",
"offers": {
"@type": "Offer",
"price": "79",
"priceCurrency": "USD"
},
"citationKeywords": [
"enterprise compliance",
"cloud automation",
"cloud security telemetry"
]
}Built for Modern SaaS Stacks
Seamlessly integrates with Next.js, Vercel, Cloudflare, Webflow, and enterprise CI/CD pipelines.
AI Crawler Telemetry
Monitor and whitelist GPTBot, ClaudeBot, PerplexityBot, and Google-Extended to ensure fresh training ingestion.
Real-Time Webhooks
Receive instant Slack and webhook alerts the moment your brand drops out of a top recommendation slot.
Enterprise Privacy & Security
End-to-end encrypted telemetry, TLS 1.3 in transit, zero retention on public domain scans, and strict API authentication.
Ready to claim your Citation Share of Voice?
Join leading B2B SaaS companies engineering their visibility for the generative search era.
Run Free Brand Audit Now