Fennel AI vs ServiceNow
Side-by-side comparison of AI visibility scores, market position, and capabilities
Fennel is a feature engineering platform for ML teams that provides real-time computation, historical backfill, and point-in-time correct training datasets from a single definition.
About
Fennel is a machine learning feature platform founded in 2021 by former Meta and Microsoft engineers, raising $9M to build a unified system for real-time and batch feature computation. The platform allows ML engineers to define feature pipelines once and have Fennel automatically handle both real-time serving and historical backfill for training dataset generation, ensuring point-in-time correctness so that training data accurately reflects what would have been known at inference time. This eliminates a major source of training-serving skew in production ML systems. Fennel integrates with Python, supports streaming sources like Kafka alongside batch sources, and provides an SDK for defining feature transformations with strong typing and testing support. The company serves ML teams building production systems where feature correctness is critical for model reliability, including financial services, e-commerce, and recommendation systems. Fennel competes with Tecton and Chalk in the feature store market while focusing on the correctness guarantees and Python developer experience that reduce bugs in production ML systems. The platform also handles feature discovery and sharing across teams to reduce duplicate feature development work.
NYSE-listed (NOW) enterprise workflow platform at $10.98B revenue serving 85% of Fortune 500; ITSM and AI automation competing with Atlassian and Microsoft for enterprise service management consolidation.
About
ServiceNow is a Santa Clara, California-based enterprise cloud platform — listed on NYSE (NYSE: NOW) — providing IT service management (ITSM), IT operations management (ITOM), customer service management, HR service delivery, security operations, and business process automation across enterprise departments through a unified platform that enables organizations to digitalize and automate workflows at scale. Founded in 2004 by Fred Luddy and generating $10.98 billion in subscription revenue in fiscal year 2024 with 8,100+ enterprise customers including 85% of the Fortune 500 (Apple, Amazon, Nike, Goldman Sachs), ServiceNow is the fastest enterprise software company to reach $10 billion in revenue.
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