Tatiana Filippova

Product Owner with 7+ years of experience shipping AI and data products, from real-time video analytics in city-scale transit systems to web data tools. She writes about AI, data quality, and building products that work at scale.

What AI assistants tell shoppers about your products
Web scraping
What AI assistants tell shoppers about your products

We analyzed 4,125 product claims from ChatGPT, Gemini and Perplexity. See where prices, stock information and seller links fall short.

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