B2B SaaS AI Citation & Discovery Benchmark (2026)
In B2B SaaS, 88% of evaluation queries specify team size or compliance requirements (e.g. 'SOC2 project management for 25 engineers'). Websites hiding tier pricing behind React toggles or gated 'Contact Sales' forms cause AI engines to omit the vendor and recommend competitors with public /llms.txt manifests.
Simulated Buyer Prompts Evaluated in B2B SaaS & Enterprise Software
Failure Mechanism: Pricing page hid monthly per-seat pricing behind client-side state. ChatGPT declared pricing unverified and recommended Linear.
Failure Mechanism: Competitor published canonical /llms.txt with explicit integration endpoints, capturing the #1 table citation.
Primary Failure Modes in B2B SaaS & Enterprise Software
Dynamic JavaScript Pricing State
Billing toggle switches hide monthly prices in initial server responses.
Gated Compliance & Security Whitepapers
SOC2 and HIPAA certifications buried behind lead capture forms are unreadable to AI crawlers.
Recommended Schema Fix for B2B SaaS & Enterprise Software
html<script type="application/ld+json">
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "SoftwareApplication",
"name": "Cloud Workflow Suite",
"applicationCategory": "BusinessApplication",
"offers": {
"@type": "Offer",
"price": "49.00",
"priceCurrency": "USD"
}
}
]
}
</script>Audit Your B2B SaaS & Enterprise Software Shopify Store Right Now
Test whether ChatGPT Search and Google AI Overviews can discover your full size, color, and technical attribute options or if they drop your catalog in favor of competitors.
npx relayeo-check yourstore.comInspect Category Mission Teardown
View the step-by-step buyer query teardown and competitor displacement logs for this vertical.
The 1,284-Store AI Shopping Benchmark
Download the complete dataset across all 5 retail categories evaluated in October 2026.