
Turning hundreds of documentation pages into structured knowledge bases that can power AI assistants.

Turning hundreds of documentation pages into structured knowledge bases that can power AI assistants.
This framework evaluates how reliably AI systems reconstruct product identity, constraints, and key attributes from ecommerce PDPs.

Structured data is meant for machines. This experiment tests whether JSON actually improves how LLMs understand product pages.
Ecommerce pages were built for humans and search engines. Now AI reads them too. This experiment shows how structure and context change what LLMs understand.

A quick explanation of why this blog exists and what kind of technical SEO work I’ll be documenting here.