---
title: "How do I make my pricing page readable by AI agents?"
description: "Put real prices in the page HTML, label each plan clearly, keep popups off the pricing page and mark it up with structured data. A checklist for SaaS teams."
url: https://ghostowl.ai/learn/make-pricing-readable-by-ai-agents
---

# How do I make my pricing page readable by AI agents?

Publish real prices in the page HTML, name each plan with its price and what it includes, avoid hiding prices behind toggles, forms or scripts, keep popups and chat widgets off the pricing page, and add structured data. Then test it by sending an agent to "find the cheapest paid plan" and checking whether it comes back with the right answer.

Updated October 31, 2026

## Checklist

1.  **Show a number.** If you sell by quote, publish a starting price or a typical range. "Contact sales" alone sends agents elsewhere.
2.  **Put prices in the HTML.** Render the plan table on the server so it is there before any script runs.
3.  **Make plans comparable.** Plan name, price, billing period and the features that differ, in a table or list.
4.  **Default the toggle sensibly.** If monthly and annual prices switch with a toggle, make sure both are in the page, not fetched on click.
5.  **Keep the page clear.** No exit-intent modals or chat bubbles over the plan table.
6.  **Add structured data.** Offer markup with price and currency helps agents and search engines read plans without guessing.
7.  **Link it plainly.** A "Pricing" link in the main navigation, at a stable URL like /pricing.

## Test it like an agent would

Ask an agent to find your cheapest paid plan and what it includes. GhostOwl's SaaS pack does exactly that with three agents, three attempts each, and runs the same journey on a competitor so you can see who an agent would pick.

## Sources

1.  [Search Engine Journal: AI agents struggle to read B2B pricing (June 30, 2026)](https://www.searchenginejournal.com/ai-agents-struggle-to-read-b2b-pricing-report-finds/581186/)

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