Tutorials, comparisons, and deep-dives on RAG pipelines, LLM data pipelines, and web scraping for production AI systems.
Comprehensive benchmark of Qwen3, BGE-M3, Nomic Embed, and other top open-source embedding models for RAG pipelines — with MTEB scores and practical guidance.
A curated guide to building a fully open-source RAG pipeline in 2026 — from web extraction to embedding models to vector databases to LLM inference.
Perplexity's Sonar API searches everywhere — but what if you need AI search scoped to one site? Build a private Perplexity with KnowledgeSDK's crawl-then-search API.
Playwright gives you full browser control. Scraping APIs give you instant structured data. For AI developers, the right choice depends on your specific use case — here's the decision guide.
Build an AI-powered price monitoring system that tracks competitor pricing in real time and sends intelligent alerts — using web scraping APIs and webhooks.
Proxy rotation was essential for scrapers five years ago. In 2026, with managed scraping APIs handling IP rotation internally, do AI developers still need to manage their own proxies?
You can't improve what you don't measure. A practical guide to evaluating retrieval quality, answer faithfulness, and knowledge freshness in your RAG system.
The EU AI Act, proposed US legislation, and Duke University research are reshaping robots.txt compliance for AI scrapers. Here is what developers need to know.
Rotating proxies are essential for traditional scrapers — but AI agents have different needs. This guide explains when you need proxy rotation and when a scraping API handles it for you.
Scrape.do is a powerful proxy-based scraping API — but if your goal is building AI knowledge bases, there are better tools for the job. Here's an honest comparison.
ScraperAPI returns HTML — your LLM pipeline still has to parse it. Compare KnowledgeSDK, Firecrawl, Scrapfly, Spider, and Jina Reader for AI-ready web scraping.
ScrapingBee returns raw HTML. AI agents need clean markdown, semantic search, and webhooks. Compare the best ScrapingBee alternatives built for AI workflows.