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Introduction

Organizations are increasingly adopting Generative AI (GenAI) services across their products and workflows. AI costs can grow significantly due to inefficient API usage, lengthy model training runs, unnecessary fine-tuning, and retaining large volumes of unused data.

DoiT consolidates your AI cost and usage data from multiple providers, giving granular visibility into your AI spend and enabling cost allocation directly to projects and teams. You can track usage and view combined reports for AI services from:

  • AWS (Amazon Bedrock)
  • Google Cloud Platform (Vertex AI)
  • Microsoft Azure (Azure Machine Learning)
  • Databricks
  • Anthropic
  • OpenAI

Benefits and features​

  • Unified cost structure: View your AI spend alongside other cloud costs to get a complete picture of your infrastructure spend for better financial decision-making. Once you've imported your AI data into the DoiT platform, you can start using Cloud Analytics and other DoiT features such as Budgets, Allocations, Forecasting and Anomaly detection to analyze and monitor your AI cost and usage.

  • GenAI Intelligence Dashboard. For each AI provider that you connect to DoiT, the preset GenAI Intelligence dashboard helps you identify and track your AI cost and usage in a single dashboard. By normalizing data into common dimensions, it allows you to group and report on usage across multiple AI providers simultaneously, as well as track data across your projects and organizations. Use the dashboard to decide how and when to optimize costs, monitor performance, and allocate cost to the correct teams.

  • Visibility across AI workloads. Being able to track data across all GenAI-related SKUs enables you to break down spending by different use-cases, including inference, training, fine-tuning, embeddings, and RAG (Retrieval-Augmented Generation). This helps you to identify which use-cases are driving costs, and make data-driven decisions about where to optimize. See Work with AI data to learn more.

Connect AI providers​

To get started with DoiT GenAI Intelligence, follow the steps in Connect GenAI providers.

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