A pricing.md file is a plain markdown document that lists your product's pricing in a structured, parseable format so AI agents can read it without rendering JavaScript. It is the pricing equivalent of llms.txt — machine-readable context that keeps your product in the AI comparison.
AI agents increasingly evaluate software on behalf of users, and they parse content programmatically. A pricing page rendered in JavaScript or hidden behind a contact wall is invisible to them, so your product gets excluded from recommendations. A pricing.md file at a predictable location gives agents the structured facts they need to include you. The pricing.md for AI agents guide is the full walkthrough.
Why Does Pricing Need to Be Machine-Readable?
Because agents cannot render what they cannot parse. When an agent compares tools, it needs price, limits, and features as structured data — not as an image or a JavaScript-rendered table. Products with machine-readable pricing get included in comparisons; products without it get filtered out. How AI agents evaluate SaaS pricing explains the evaluation process.
What Should the File Contain?
Every plan with its price and billing period, the limits at each tier, and the features included. Use consistent units — monthly versus annual, per-seat versus flat — so the agent can compare apples to apples. Include specific limits rather than marketing language. The file should match your live pricing page exactly.
What Is the Cost of Not Having One?
The scale of the shift makes the cost concrete. DemandSage's ChatGPT statistics show AI is now a primary research surface for product decisions, and Seer Interactive confirms AI citations closely track search relevance — products that cannot be priced are simply excluded.
The cost is invisible exclusion. DemandSage's ChatGPT statistics show how many users rely on AI for product research, and a product whose pricing an AI cannot read gets left out of those recommendations. The file costs minutes to create and removes an entire class of exclusion.
How Do You Keep Pricing.md Accurate?
Treat it like any pricing asset: update it whenever plans or prices change, and verify it stays in sync with the live page. A stale pricing file is worse than none because agents will compare outdated numbers. Add it to your sitemap and link it from your pricing page so agents can find it. Opaque pricing and AI agent discovery covers the risks of getting this wrong.
How Conbersa Uses Machine-Readable Files for Discovery
Conbersa applies machine-readability across the content it manages — including structured pricing context that AI agents can parse. Our platform structures content for extraction and manages distribution that builds the entity presence agents weigh, so the products we work with stay in AI comparisons instead of being filtered out.
We built Conbersa because AI agents are becoming the buyers' research layer. If your pricing is not readable by an agent, you are being excluded from recommendations you never see. A pricing.md file is the low-cost fix that keeps you in the comparison.