Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
D2C brands need to track AI Overview citations for product category queries. SERP API with include_ai_overview returns citation data per query for systematic tracking.
Discovery via search API costs $0.005 per query. Extraction via scraper costs $0.05-0.50 per page. Running extraction on everything that passes discovery is the biggest cost mistake in agent pipelines.
Start with a single workflow — keyword gap audit — not an all-in-one system. One focused agent using a SERP API and Claude delivers more value than a sprawling framework.