Frontier SearchBot Architecture • Edition 2026.10
How ChatGPT Search Crawls, Evaluates & Cites B2B SaaS Platforms
Learn how OpenAI's OAI-SearchBot parses B2B SaaS documentation, pricing tables, and SOC2 compliance to rank software in ChatGPT Search.
Crawler Specification MatrixChatGPT Search
User-Agent Token:
OAI-SearchBot (Mozilla/5.0 ... AppleWebKit ... OAI-SearchBot/1.0)
JavaScript Execution:
None (Static HTML)
IP Geolocations:
Ashburn VA, San Jose CA (US Anycast)
Recrawl Latency:
Dynamic / Real-time on search query evaluation
Why Shopify Stores Drop Out of ChatGPT Search
Dynamic Pricing Table Omission
Severe: ChatGPT flags platform as 'Pricing unlisted / Contact sales'.B2B pricing pages frequently toggle monthly/annual pricing via React state. OAI-SearchBot parses static HTML before hydration, reading empty price elements.
Missing SoftwareApplication Schema
High: AI recommends competitor platforms with structured schema.Without structured SoftwareApplication JSON-LD, ChatGPT cannot verify application category, operating system support, or pricing models.
Production Code Calibration (html)
Drop-in Snippet<script type="application/ld+json">
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "SoftwareApplication",
"name": "Cloud Workflow Suite",
"applicationCategory": "BusinessApplication",
"operatingSystem": "All",
"offers": {
"@type": "Offer",
"price": "49.00",
"priceCurrency": "USD"
}
}
]
}
</script>Step-by-Step Implementation Sequence
- 1Ensure baseline pricing is rendered in server HTML before DOM hydration.
- 2Embed nested Schema.org SoftwareApplication markup with explicit capability declarations.
- 3Deploy canonical /llms.txt at domain root to summarize product features and pricing.
- 4Verify OAI-SearchBot permissions in robots.txt.
ChatGPT Search Compatibility ScannerFREE AUDIT
Simulate OAI-SearchBot on Your Store Right Now
Execute a headless crawl against your Shopify storefront matching the exact user-agent, headers, and geolocation used by ChatGPT Search.
Developer CLI Test:
npx relayeo-check yourstore.com