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Scribd × Databricks — generative AI for content platform

Scribd, Inc. leverages Databricks to enhance content discovery and reduce costs using generative AI. This collaboration enables efficient data management and AI integration, transforming user engagement across Scribd's extensive content library.

  • Results7% increase in new user sign-ups; 7% reduction in churn; 90% reduction in GenAI operational costs; 250M+ docu…
  • Year2025
  • IndustryMedia & Entertainment / Content Platform
  • Company size~430 employees (Scribd, Inc., private)
  • TimelinePrototype to production in weeks instead of months
  • RegionUnited States (San Francisco, CA)
  • StackDatabricks Data + AI Platform, Databricks Model Serving, Databricks Notebooks, Delta Lake, Lakeflow Jobs, Uni…

Description

Scribd, Inc. has partnered with Databricks to harness the power of generative AI, significantly enhancing content discovery and operational efficiency. With a library exceeding 250 million documents, Scribd faced challenges in managing fragmented data workflows and limited content insights. By integrating Databricks, Scribd unified its data and AI operations, enabling rapid innovation and smarter search capabilities.

The collaboration has led to a 7% increase in user sign-ups and a 90% reduction in generative AI costs. Databricks' platform supports Scribd's entire data and AI lifecycle, from data ingestion to real-time inference, allowing for seamless experimentation and deployment. This integration has streamlined operations, reduced context switching, and facilitated collaboration across teams.

Scribd utilizes Databricks for batch ETL, real-time data processing, and model development, which accelerates iteration cycles. The platform's flexibility allows Scribd to choose the appropriate models for various use cases, such as auto-generating metadata and powering semantic search.

The partnership extends beyond technology, with Databricks providing support during critical moments, such as tuning model performance and managing GPU resources. This support has been crucial in accelerating delivery and maintaining focus on building AI-driven solutions.

Looking ahead, Scribd plans to develop more AI-native features, such as intelligent topic extraction and slide-level search, leveraging the scalable infrastructure provided by Databricks. This collaboration represents a significant step towards embedding AI into the core of Scribd's product experience, enhancing user engagement and operational efficiency.

Key Takeaways

  • Unified data and AI platform

  • Batch ETL and real-time data processing

  • Model development and deployment

  • Generative AI cost reduction

  • Semantic search capabilities

  • Auto-generation of content metadata

  • Collaboration across teams

  • Support for real-time and batch inference

What This Case Study Demonstrates

  • Content Discovery
  • Metadata Generation
  • Semantic Search
  • AI Model Deployment
  • Operational Efficiency

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