Research

Applied research

Measurements, benchmarks and analyses on how visitors ask questions - and what actually answers them.

Guiding, Not Clicking: A Browser–LLM Guidance Protocol

3 Aug 2026 7 min read

Why HTML-to-LLM Scraping Fails: A Production Analysis

Sending raw or simplified HTML to an LLM wastes up to 97% of your context budget. We break down the data from real e-commerce sites and outline a better extraction approach.

14 Jul 2026 5 min read