Knowde is a vertical AI and software platform purpose-built for the chemical, ingredient, and polymer industry. It provides a clean, structured data foundation by automatically harmonizing supplier and product data (e.g., material specifications, regulatory, performance metadata) that powers downstream tools such as ERP, CRM, AI, ecommerce, and master data systems. On top of that data layer sits the Knowde Customer Experience Platform, a turnkey solution allowing chemical suppliers to operate branded, B2B digital storefronts integrated with product catalogs, search, sampling, quoting, and content. In parallel, Knowde hosts a marketplace where buyers can search, compare, sample, quote, and purchase from 8,000+ supplier-owned storefronts across over 230,000 ingredients, polymers, and raw materials worldwide, all with technical documentation, supplier insights, and procurement tooling.