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How Ficstar Uses NLP and Cosine Similarity for Accurate Menu Price Matching
At Ficstar, we use a mix of three things to get the highest possible web data accuracy. We use NLP, plus some smart statistics, and finally, human checks to make sure everything is right. By combining the speed of machines with the careful eye of people, we make sure every piece of data is reliable. I`m going to walk you through the key steps of our process. These are the same steps we use to help our clients keep track of prices and stay competitive online.


Which AI Can Scrape Websites? Tools, Limitations, and the Human Edge in 2025
Explore the top AI web scraping tools leading the way in smarter, web data extraction. And discover what AI does for web scraping in 2025.


Web Scraping Trends for 2026: What Enterprise Leaders Need to Know
Enterprise web scraping in 2026 faces tariff shocks, inflation, and AI cat-and-mouse tactics. Discover trends shaping data pipelines and pricing intelligence.
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