Notes on SEO monitoring, AI SEO performance, and how to keep tabs on your brand.
ChatGPT grounds almost every commercial prompt and almost no informational one. We re-ran our study without forcing web search, across 865 queries and 10 countries, and the split is 86.5% versus 0.9%.
9 SERP APIs tested head to head on AI Overview parsing, engine breadth, rank-tracking depth, and true cost per 1,000 calls. Full benchmark table inside.
Benchmark of 10 Google scrapers across SERP, Maps, Jobs, Images, Business Profile. Real cost per call, AI Overview depth, vs SerpApi + Bright Data.
We tested 8 ChatGPT scrapers against Cloudflare TLS fingerprinting, SSE streaming, and weekly-changing class names to find the best ChatGPT scraper for 2026.
Compare the best web scraping tools for 2026: Scrapy, Playwright, Firecrawl, Crawl4AI, no-code tools, managed APIs, and AI scrapers for teams.
The n100 Google update killed the &num=100 parameter in September 2025. Here is why your rank tracker broke, why SERP data costs 10x more, and how to adapt fast.
Compare the best AI search engines for research and developers: ChatGPT, Perplexity, Gemini, Copilot, Brave, You.com, Exa, Tavily, and more.
Scrape Google AI Mode in 2026: extract citation pills, parse place cards and shopping carousels, and intercept the conversational SERP network calls.
Scrape the Google AI Overview block in 2026: parse dynamic source citations, handle desktop/mobile layout shifts, and extract embedded sponsored ads.
