Pricing is not structured for AI agent consumption

Your pricing information is written as flowing text or in a visual layout that human readers can follow but that AI shopping agents — automated tools that compare prices across sites on a buyer's behalf — cannot reliably read and parse. AI-powered search and comparison tools are increasingly part of how buyers — especially in B2B — discover and evaluate software. Structured data helps both search engines and these emerging tools accurately read your pricing, improving the chance your product appears in comparisons and recommendations. Work with your developer to mark up your pricing using structured data (such as schema.org Offer or PriceSpecification) in addition to your existing design. This helps both search engines and AI tools reliably understand what you charge and what is included.

Why this matters

AI-powered search and comparison tools are increasingly part of how buyers — especially in B2B — discover and evaluate software. Structured data helps both search engines and these emerging tools accurately read your pricing, improving the chance your product appears in comparisons and recommendations.

How to fix it

Work with your developer to mark up your pricing using structured data (such as schema.org Offer or PriceSpecification) in addition to your existing design. This helps both search engines and AI tools reliably understand what you charge and what is included.