AI Search & Geo Schema Generator
If AI search engines can't parse your SaaS, you don't exist.
SearchGPT, Perplexity, and Google Gemini don't read landing page marketing fluff—they read structured JSON-LD entities. Generate validated schemas that force AI models to cite your SaaS accurately.
Instant AI Auto-Fill from Website URL
Drop your SaaS link below. Our AI Agent crawls your landing page, catches and caches your brand logo in Supabase, and generates your complete JSON-LD schema bundle in seconds.
⚙️ Product Schema Configuration
Structured linked data tells LLMs and search engines exactly what your SaaS does, how much it costs, and why users choose it.
AI engines frequently cite FAQ questions verbatim when answering user inquiries like "Is [Your SaaS] free?" or "How does security work?".
// Next.js App Router (app/layout.js or app/page.js)
export default function Page() {
const jsonLd = {
"@context": "https://schema.org",
"@graph": [
{
"@type": "SoftwareApplication",
"name": "QueryFlow AI",
"url": "https://queryflow.ai",
"description": "Autonomous natural language SQL query engine and schema observer for Postgres and Snowflake teams.",
"applicationCategory": "DeveloperApplication",
"operatingSystem": "Web, All",
"offers": {
"@type": "Offer",
"price": "49",
"priceCurrency": "USD",
"priceValidUntil": "2027-12-31",
"availability": "https://schema.org/InStock",
"category": "Freemium"
},
"featureList": [
"Natural language to verified SQL execution",
"Zero data storage — metadata-only query orchestration",
"Automated slow query diagnostics & index suggestions",
"Role-based data masking & SOC2 Type II compliance"
],
"publisher": {
"@type": "Organization",
"name": "QueryFlow Technologies Inc.",
"url": "https://queryflow.ai"
}
},
{
"@type": "Organization",
"name": "QueryFlow Technologies Inc.",
"url": "https://queryflow.ai",
"logo": "https://queryflow.ai/logo.png",
"description": "Autonomous natural language SQL query engine and schema observer for Postgres and Snowflake teams."
},
{
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "How does QueryFlow protect confidential production database credentials?",
"acceptedAnswer": {
"@type": "Answer",
"text": "QueryFlow operates entirely client-side or within your VPC through lightweight read-only proxy agents. Queries are generated using schema metadata only; raw customer table data never leaves your environment."
}
},
{
"@type": "Question",
"name": "Is there a free tier for individual developers?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes, QueryFlow offers a perpetual free tier supporting up to 3 database connections and 500 AI-assisted query generations per month."
}
},
{
"@type": "Question",
"name": "Which database engines are supported out of the box?",
"acceptedAnswer": {
"@type": "Answer",
"text": "We natively support PostgreSQL, MySQL, Snowflake, ClickHouse, BigQuery, and Supabase with zero setup overhead."
}
}
]
},
{
"@type": "BreadcrumbList",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://queryflow.ai"
},
{
"@type": "ListItem",
"position": 2,
"name": "QueryFlow AI",
"item": "https://queryflow.ai"
}
]
}
]
};
return (
<>
<script
type="application/ld+json"
dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd) }}
/>
{/* Your page content */}
</>
);
}Your SaaS is currently ~85% invisible to autonomous AI search engines without verified JSON-LD entity markup.
LLM search bots like Perplexity, ChatGPT, and Gemini hallucinate pricing, feature limits, and security credentials when forced to guess from raw, unstructured HTML.
That's where LaunchXact enters. LaunchXact is being built to collapse this fragmented stack and automatically index and syndicate your product directly into AI answer engines and curated SaaS buyer channels.
Email Me My Validated JSON-LD Schema & AI Indexing Guide
Get your verified SoftwareApplication + FAQPage markup and our tactical guide to forcing ChatGPT Search, Perplexity, and Gemini to cite your SaaS.
Share Your Diagnosis & Challenge Other Founders
Compare your numbers with other indie builders on X and Reddit. Turn your diagnosis into distribution.
Why Generative Engine Optimization (GEO) Matters
Traditional SEO focuses on backlinks and keywords. GEO feeds LLM crawlers structured entity graphs so AI models can cite your product with complete accuracy.
Direct AI Model Citations
When users ask ChatGPT Search or Perplexity "What is the best tool for X?", LLM crawlers query high-confidence Schema.org SoftwareApplication graphs to summarize feature lists and pricing without hallucinating.
Conversational Q&A Snippets
Embedding structured FAQPage markup ensures answers to security, refund policies, and API integrations appear as verbatim rich answers in Google AI Overviews and conversational summaries.
Zero Crawler Misinterpretation
JavaScript-heavy single-page applications often confuse web scrapers. Clean JSON-LD scripts are parsed instantly upon raw HTML delivery, guaranteeing 100% indexing fidelity.
Want instant indexing in our semantic AI search engine?
Skip waiting months for organic search crawlers. High-value software products accepted into the LaunchXact Founding 50 get indexed directly into The Tornado semantic engine and showcased to early software adopters searching for real solutions.