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Aimpoint Digital is thrilled to announce the release of a first-of-its-kind Databricks Brickbuilder Accelerator – LLMOps Framework, which provides a robust framework to deploy, monitor, and manage GenAI use cases in production. Whether you are just starting out with a GenAI PoC or preparing to scale an existing use case to production, the LLMOps Framework can help you realize its full potential. This solution delivers a comprehensive suite of capabilities, including evaluation, observability, monitoring, and robust CI/CD pipelines powered by Databricks Asset Bundles to ensure your GenAI application remains consistent, reliable, observable, and scalable for your users.
Evaluation as a Foundation for GenAI Application Success
One of the biggest challenges that organizations face is the ability to objectively evaluate LLM-based systems. These models produce open-ended, probabilistic output that traditional metrics cannot effectively assess. The LLMOps Framework addresses this challenge by offering an automated solution to evaluate GenAI applications through custom LLM-as-judge metrics, human-in-the-loop feedback, and metrics focused on both retrieval and generation. By laying a strong foundation for evaluation from the start, we can accelerate iterative improvements, enhance system performance, and foster greater confidence among end-users.
Accelerate GenAI Use Case Time to Value
The LLMOps Framework speeds up the deployment of GenAI applications to production, enabling faster delivery to end users. The deployment process is streamlined through reproducible CI/CD pipelines powered by Databricks Asset Bundles, facilitating seamless promotion of applications from development, test, and production environments.
The key benefits of the LLMOps Framework include:
- An evaluation-first framework that accelerates GenAI system performance tuning by enabling early and continuous assessment
- An extensible and modular Agentic Framework that streamlines GenAI deployment, supporting phased rollouts and seamless integration with tools like Vector Search Index
- A cost-efficient solution driven by GenAI optimization, dynamic resource allocation, and auto-scaling capabilities
Our LLMOps Framework is powered by the best-in-class features available in Databricks, helping you realize the full value of your GenAI use case.
These features include:
- Databricks Asset Bundles: For standardized and unified continuous integration and deployment (CI/CD) of GenAI projects
- Databricks Apps: To host a custom, interactive web application for collecting user feedback and ground truth questions
- Model Serving: For simplified, cost-effective deployment, monitoring, and management of GenAI models
- MLflow 3.0: For centralized model and experiment tracking, end-to-end observability, and performance evaluation
- Unity Catalog: For unified governance, access control, and lineage tracking for secure GenAI application artifacts, models, and data
- Mosaic AI Gateway: For usage tracking and spending oversight
- Agent Bricks: A simple approach to build and optimize AI agent systems
About Databricks Brickbuilder Accelerators
Databricks’ Brickbuilder Accelerators combine the expertise of consulting partners with the Databricks Data Intelligence Platform to deliver innovative solutions (such as Aimpoint’s RAG PoC Accelerator) that fast track time to value on Databricks. With Brickbuilder Accelerators, you are guaranteed to receive:
A Trusted Partner: Databricks collaborates with partners like Aimpoint Digital for our extensive industry knowledge and experience to help you build and execute your AI strategy.
Credible Frameworks: Aimpoint Digital maintains a specialist team that is highly trained and certified on the Databricks Data Intelligence Platform, providing the expertise needed to address your most significant data, analytics, and AI challenges.
Accelerated Value: Our services and automated frameworks, combined with the Databricks Data Intelligence Platform, help you accelerate innovation utilizing best practices. Brickbuilder Accelerators are designed to solve critical analytics challenges, reduce costs, and enhance productivity with minimal friction.
Aimpoint Digital’s Databricks Brickbuilder Accelerator LLMOps Framework is Available Now!
To learn more about the LLMOps Framework and our other Databricks Brickbuilder Solutions and Accelerators such as our Promotion Price Optimization, contact us!
