Side-by-side comparison of AI visibility scores, market position, and capabilities
YC-backed AI SaaS company raised $35M Series A led by a16z in Mar 2026; $52M total; AI agents auto-dispute invalid retailer deductions for 200+ CPG brand clients; automates portal login, deduction identification, and dispute filing replacing costly manual recovery teams.
Glimpse is a YC-backed SaaS company that automates the recovery of invalid retailer deductions for consumer packaged goods (CPG) brands. Retailers routinely deduct payments from supplier invoices — for promotions, chargebacks, or compliance shortfalls — and a significant portion of these deductions are invalid. Glimpse's AI agents log into retailer portals, identify invalid deductions, and automatically file disputes, replacing a manual process that costs CPG brands billions of dollars annually.
NYSE: SHOP e-commerce platform at $8.88B FY2024 revenue with $292.28B GMV across 4.82M stores; Black Friday $11.5B processing competing with WooCommerce and BigCommerce for small-to-enterprise direct-to-consumer commerce.
Shopify Inc. is an Ottawa, Canada-based e-commerce platform — listed on NYSE (NYSE: SHOP) — providing 4.82+ million active merchant stores of all sizes (from solo entrepreneurs to enterprise brands) with tools for online store creation, multi-channel selling (web, mobile, social, in-person), payment processing (Shopify Payments, Shop Pay), inventory management, fulfillment, and marketing analytics, generating $8.88 billion in revenue in fiscal year 2024 (+26% year-over-year) with $292.28 billion in gross merchandise volume (GMV, +24%) and 875+ million customers who have purchased from Shopify merchant stores. Founded in 2006 by Tobias Lütke, Daniel Weinand, and Scott Lake (started as a snowboard equipment store, pivoted to become the platform), Shopify has become the operating system for independent commerce — the default e-commerce infrastructure for the direct-to-consumer brand economy.
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