A Third of New Web Pages Are Written With AI: Filtering Synthetic Content Out of Scraped Datasets
Pew estimates 35% of new dated web pages show AI authorship. Here is how to filter AI-generated content from scraped datasets without fooling yourself.
Measuring AI Search Answers Without Fooling Yourself: Sampling, Drift and Evidence Trails for LLM-Answer Data Collection
How to collect AI search answer data you can trust: repeated runs, fixed settings, follow-up turns and an evidence trail for every response.
Scrape, API or Both? A Hybrid Sourcing Strategy as Official Data-Access Routes Expand
A hybrid data sourcing strategy routes each field to the cheapest lawful access route: official API first, scraping to fill gaps. Here is how to decide.