Notes on SEO monitoring, AI SEO performance, and how to keep tabs on your brand.
We tested 6 AI Overview tracking tools on the same query set — Peec AI, OtterlyAI, Profound, AthenaHQ, Brandlight, FirstAnswer.ai. Real coverage, real pricing, honest verdict.
AI brand visibility needs a measurement framework, not a vanity score. Here are the four metrics, three engines, and one decision tree we use to turn AI mention data into action.
We tested 11 AI SEO dashboards across citation tracking, content optimization, and full-suite SEO. Pricing, engine coverage, and the trade-offs that decide which fits your stack.
The cheapest SERP API in 2026, ranked by true cost-per-call. We compare cloro, TrajectData, Serper, DataForSEO, and SerpApi — including the hidden fees that flip the rankings.
Two ways to get Google results in Python: scrape directly (fragile) or call a SERP API (stable). Working code for both, plus AI engine tracking.
Compare the 6 best Python scraping libraries in 2026 — requests + BS4, Scrapy, Playwright, httpx, Selenium, and when to skip them entirely.
Web scraping with Python in 2026: pick the right tool (requests, BeautifulSoup, Scrapy, Playwright) with working code examples and a decision framework.
Web scraping pulls data from pages not built for machine access; APIs give you a documented contract from the data owner. Here's when each wins — and when neither is enough.
Discover the top 12 best rank tracking software options for 2026. Compare features, pricing, and AI tracking to find the right tool for your SEO strategy.
