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Databricks

databricks.com

Databricks provides a unified Data Intelligence Platform for data, analytics, and AI. It enables enterprises to build, deploy, and manage machine learning and generative AI applications with a focus on data governance and security. The platform offers various tools for data engineering, warehousing, and AI development, supporting custom model training and integration with existing tools.

Features
8/13
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Must Have

4 of 5

API Access

Safety & Alignment Framework

Fine-Tuning & Custom Models

Enterprise Solutions

Conversational AI

Other

4 of 8

Image Generation

Code Generation

Multimodal AI

Research & Publications

Security & Red Teaming

Synthetic Media Provenance

Threat Intelligence Reporting

Global Affairs & Policy

Pricing
Usage-based
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Data Engineering

$0.15 per use
  • Lakeflow Jobs
  • Lakeflow Declarative Pipelines
  • LakeFlow Connect

Data Warehousing

$0.22 per use
  • Run SQL queries for BI reporting, analytics and visualization to get timely insights from data lakes.
  • Available in both Classic and Serverless (managed) Compute.

Interactive workloads

$0.40 per use
  • Compute for Data Science
  • Databricks Apps

Artificial Intelligence

$0.07 per use
  • Mosaic AI Gateway
  • Mosaic AI Model Serving
  • Mosaic AI Foundation Model Serving
  • Anthropic Foundation Model Serving
  • Shutterstock ImageAI
  • Mosaic AI Vector Search
  • Mosaic AI Agent Evaluation
  • Mosaic AI Model Training - fine-tuning
  • Mosaic AI Model Training - pre-training
  • Online Tables

Operational Database

$0.40 per use
  • Fully-managed Postgres transactional database for serving data and features to support applications built on Databricks.
Rationale

Databricks offers a comprehensive Data Intelligence Platform that aligns well with the OpenAI Platform's features. It provides API access for building and deploying ML and GenAI applications, including specific mentions of 'Mosaic AI Gateway' and 'Mosaic AI Model Serving'. The platform emphasizes 'unified governance for all data, analytics and AI assets' and 'strong governance and security', which covers the safety and alignment framework. Databricks also explicitly mentions 'fine-tuning' and 'pre-training' models, indicating support for custom models. Their focus on enterprise solutions is evident through their 'Enterprise' pricing tier and customer stories. Furthermore, the platform supports 'Shutterstock ImageAI' for image generation, 'code generation' through natural language assistance, and 'multimodal AI' capabilities. Their 'Mosaic Research Blog' and various publications demonstrate a commitment to research.

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