How to Optimize Pricing Pages to Stop AI Engines from Hallucinating Your Rates

One of the most damaging forms of AI hallucination occurs on pricing queries.

A prospect prompts ChatGPT: *"How much does [Your Company] cost?"*

If your pricing page is hidden, vague, or heavily gated, ChatGPT will guess—often fabricating that your product starts at $1,500/month when you actually have a $79 plan, instantly driving the prospect to a competitor.

1. The Machine-Readable Pricing Formula

1. Explicit Numeric Values: Avoid using dynamic sliders that hide raw text numbers from non-JS crawlers.
2. Direct Currency Formatting: Clearly denote USD ($), billing frequency (/month or /year), and minimum commitment periods.
3. Structured Offer Schema:

{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "name": "Signalouts",
  "offers": [
    {
      "@type": "Offer",
      "name": "Starter Plan",
      "price": "79.00",
      "priceCurrency": "USD",
      "billingDuration": "P1M",
      "description": "50 tracked category prompts, daily multi-LLM probing."
    },
    {
      "@type": "Offer",
      "name": "Growth Plan",
      "price": "239.00",
      "priceCurrency": "USD",
      "billingDuration": "P1M",
      "description": "250 tracked prompts, real-time probing, autonomous playbooks."
    }
  ]
}