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Product data is scattered across four AI surfaces, each emitting a different shape. A sourcing map of what ChatGPT, AI Mode, AI Overview, and Google Shopping yield.

Build an AI agent in Python as a tool loop with live web search and page fetch.

Scrape Bing News from the .news-card grid — read data-title, url, and data-author attributes.

Scrape NYT articles by discovering the /YYYY/MM/DD/section/slug.html URL shape, not brittle CSS classes.

Capture Microsoft Copilot answers and citations as JSON with the scraper.copilot actor on the Scrapeless Scraper API.

Capture one prompt across AI answer engines, find your brand in the answer text, and score sentiment per engine.

Capture a seed topic across AI answer engines and mine the headings they structure the answer around as your content outline.

Capture the ranked list AI assistants return for 'best [category]', and track your brand's position per engine over time.
