Shelf Engine vs CrowdStrike
Side-by-side comparison of AI visibility scores, market position, and capabilities
Seattle YC W20 AI perishable order automation for Kroger, Walmart, Dollar General (national partnership Jan 2024); $58M total ($41M General Catalyst Series B 2021) quadrupling profit margins and cutting food waste 32% competing with Afresh.
About
Shelf Engine is a Seattle, Washington-based AI-powered grocery order automation platform — backed by Y Combinator (W20) with $58 million in total funding including a $41 million Series B in March 2021 led by General Catalyst with GGV Capital and Foundation Capital — providing grocery retailers with an automated ordering system that uses AI demand forecasting to determine the optimal quantity of perishable products (bakery, produce, deli, prepared foods) to order daily from suppliers, quadrupling retailer profit margins on perishable categories while reducing food waste by up to 32%. Founded in 2015 and serving leading grocers including Kroger and Walmart at thousands of locations, Shelf Engine partnered with Dollar General for national expansion in January 2024, demonstrating the platform's applicability beyond traditional grocery into dollar and convenience store perishable programs.
CrowdStrike (CRWD) reported $3.95B ARR in FY2025 (ended Jan). Revenue $3.74B, up 29% YoY. Market cap ~$85B. 8,600+ employees. Austin, TX. AI-native cybersecurity platform. Charlotte AI for threat detection.
About
CrowdStrike is an AI-native cybersecurity company founded in 2011 by George Kurtz, Dmitri Alperovitch, and Gregg Marston and headquartered in Austin, Texas, that built the endpoint detection and response (EDR) category and has since expanded into the broadest cloud-native cybersecurity platform in the industry. The company was founded on the insight that traditional antivirus software — signature-based, retrospective, and endpoint-isolated — could not keep pace with sophisticated adversaries operating at machine speed. CrowdStrike's founding architecture, the Falcon platform, was designed cloud-native from day one: a single lightweight agent on the endpoint feeding a cloud-based AI that learns from trillions of security events across every customer simultaneously. The company trades on Nasdaq under the ticker CRWD.\n\nThe CrowdStrike Falcon platform consolidates more than 28 security modules across endpoint security, identity threat protection, cloud security, next-gen SIEM and log management, threat intelligence, and managed detection and response — all delivered through a single agent and unified console. The AI at the platform's core, Charlotte AI, provides conversational security operations, automated investigation, and AI-generated threat summaries that reduce analyst workload. CrowdStrike's threat intelligence team, Adversary Intelligence, tracks and names nation-state and criminal threat actors globally, giving customers predictive insight into campaigns before they hit their environments.\n\nCrowdStrike reported $3.95 billion in annual recurring revenue (ARR) for FY2025 and total revenue of $3.74 billion, up 29% year over year, with a market capitalization of approximately $85 billion. The company has 8,600+ employees and counts a substantial share of the Fortune 500 and global governments as customers. Despite the July 2024 sensor update incident that caused a significant IT outage affecting millions of Windows systems globally, CrowdStrike's customer retention remained strong — a testament to the platform's depth of integration and the switching costs built into its consolidated architecture.
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