Capability · 02 / Readable data

Hand AI the answer, already organized.

Reading a full page to extract one product is slow and expensive for AI. Swellpipe publishes your catalog in the formats AI reads directly, so you get understood first.

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What is structured product data for AI?

It's your product information published in a machine-readable format, mainly JSON-LD (LD-JSON) schema markup on your pages plus structured feeds, so AI can read it directly instead of parsing a full web page.

It matters because reading raw pages is slow and costly for AI, and content with clear structure is about 28–40% more likely to be cited (GEO content study, 2026).

Why raw pages get skipped

AI meets your products two ways: it reads pages live to answer a question, and it ingests feeds at scale. Reading a full page to extract one product is expensive, so products with clean structured data get understood first.

The two ways Swellpipe delivers your data

JSON-LD product schema on your product pages, so AI reading pages on the spot gets the full, structured story. JSON-LD is the markup search engines and AI already understand; we generate and maintain it for you.
AI-ready feeds, your whole enriched catalog in a machine-readable format that the crawlers building AI's knowledge can ingest cheaply.

Future-proofed for the agentic web

We also publish your catalog as an llms.txt file. Adoption is still early, near 10% of domains, and no major AI provider has committed to reading it in production. We treat it as cheap insurance: as AI agents begin routing on these standards, you're already set up.

It isn't what drives recommendations today, and we won't pretend otherwise.

Source: SE Ranking 300k-domain study, 2026

What you get

Coverage of both paths AI uses to meet your products, generated and kept in sync automatically.

FAQ

What is JSON-LD product schema and do I need it for AI search?

It's structured markup that describes a product in a format machines read directly. It helps both Google and AI assistants understand and cite your products. Swellpipe adds and maintains it.

Does an llms.txt file help my products show up in ChatGPT?

Not meaningfully today; adoption is low and unconfirmed by major providers. It's worth having as low-cost future-proofing, which is why we include it.

Can I keep my existing Google Shopping feed and add Swellpipe?

Yes. Swellpipe complements existing feeds and focuses on AI readability rather than ad delivery.