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Bright Data is capable, but its residential proxies are priced for scale, not for getting started. Five alternatives - Scrapeless, Oxylabs, Decodo, SOAX, and IPRoyal - span $0.40/GB to enterprise scale, each winning a different slice of the work.

Three LLM actors, one envelope, three answer shapes: how the ChatGPT, Gemini, and Perplexity response schemas diverge field by field on the same prompt.

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.
