Codeium vs Extractor

“Free tier with no restrictions is remarkable. Completion quality rivals Copilot for most languages.”

“Schema-driven extraction with LLM fallback is exactly right. Traditional scrapers break on every site redesign — Extractor adapts because it understands the content semantically. The TypeScript-first approach with strong typing on outputs is chef's kiss for building data pipelines.”

“Hard to argue with free. The enterprise features and Windsurf IDE show they have a real business model beyond the free tier.”

“LLM extraction costs add up fast at scale. But for the use cases where you need it — scraping sites with unpredictable layouts, extracting from pages that change frequently — the reliability improvement over CSS selectors easily justifies the token spend.”

“Giving away code completion to win IDE market share with Windsurf is a smart long-term play.”

“I have been using this to pull structured data from competitor landing pages and product directories. The schema definition is intuitive and the extraction quality is surprisingly consistent even across wildly different page designs.”