Side-by-side comparison of AI visibility scores, market position, and capabilities
Product attribute AI platform for retail. Founded 2015, Mountain View CA. Raised $52.4M. Drives 8-9 figure revenue uplift for fashion, home, and beauty retailers. Private.
Lily AI is a product intelligence platform founded in 2015 by Purva Gupta (CEO) and Sowmiya Chocka Narayanan, headquartered in Mountain View, California. The company uses AI to automatically generate rich, consumer-centric product attributes for retail catalogs across fashion, home, and beauty verticals, transforming merchant-speak descriptions into the language customers actually use when searching.
NASDAQ: COST warehouse club at $249.6B FY2024 revenue with 73.4M cardholders and $50B+ Kirkland Signature; 90%+ renewal rate with $65/$130 membership fee competing with Sam's Club for warehouse retail.
Costco Wholesale Corporation is an Issaquah, Washington-based membership warehouse club — listed on NASDAQ (NASDAQ: COST) — operating 897 warehouse locations globally (as of mid-2025) across the United States, Canada, United Kingdom, Japan, Korea, Australia, Spain, France, China, and Iceland, providing paid members (73.4 million cardholders representing 136.8 million authorized users as of fiscal year end 2024) with bulk merchandise, groceries, electronics, appliances, tires, optical services, pharmacy, and the Kirkland Signature private label brand at prices consistently below traditional retail channels. Costco generated $249.6 billion in total revenue in fiscal year 2024 (ended September 2024, +5% year-over-year), with membership fee revenue of $4.83 billion providing the financial foundation that enables Costco's famously low product margins.
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