Building powerful AI agents shouldn’t require endless trial and error or overwhelming technical expertise. Today, many businesses want to harness the transformative potential of AI, but they’re often stalled by resource-intensive processes and unclear benchmarks.
Agent Bricks from Databricks offers a new path forward, making domain-specific AI agent development accessible, efficient, and scalable, no deep AI background required.
Addressing the Biggest Pain Points
Developing enterprise-ready AI agents comes with well-known challenges. Traditional workflows demand significant manual effort and specialized knowledge. Organizations often face:
- Complex Evaluation: Without clear industry benchmarks, measuring agent quality is tricky. Manual data labeling adds time and cost, delaying progress.
- Process Complexity: Each AI agent involves countless components and configuration options. Teams get bogged down fine-tuning prompts, models, and data chunks, slowing innovation.
- Quality vs. Cost Dilemma: Reaching production-grade quality can be expensive, forcing hard choices between excellence and budget constraints.
How Agent Bricks Streamlines AI Agent Creation
Agent Bricks flips this narrative, offering a user-friendly way to go from idea to production quickly and confidently. Here’s how it works:
- Task Declaration: Teams simply describe their agent’s objective in natural language and connect relevant data sources.
- Automated Evaluation: The platform auto-generates benchmarks tailored to the task. Whether through synthetic datasets or custom LLM-based judges, evaluation becomes objective and scalable.
- Intelligent Optimization: Advanced tools, including prompt engineering, fine-tuning, and adaptive optimization are applied automatically to maximize agent performance.
- Cost-Effective Scaling: Users can select between models optimized for cost or quality, often achieving superior outcomes at lower prices than traditional DIY approaches.
This automation removes the guesswork, allowing businesses to deploy high-performing agents in days instead of months.
“With Agent Bricks, our teams were able to parse through more than 400,000 clinical trial documents and extract structured data points, without writing a single line of code. In just under 60 minutes, we had a working agent that can transform complex unstructured data usable for Analytics.”
Real-World Impact Across Industries
Agent Bricks has already proven its value in diverse environments:
- Beats competitors in tasks like document understanding and Q&A, while keeping costs low.
- Empowers companies such as Flo Health and AstraZeneca to double accuracy in medical tasks and mine insights from large data troves, all without coding.
- Accelerates iteration cycles for enterprise teams, supporting safe, compliant, and customized agent solutions for information extraction, knowledge assistance, and complex orchestration.
Enterprises report not only higher accuracy and speed but also increased confidence in scaling AI solutions.
Research-Driven Innovation
At the core of Agent Bricks is cutting-edge research from Databricks Mosaic AI. A standout feature is Agent Learning from Human Feedback (ALHF), which transforms natural language feedback from domain experts directly into system improvements. This approach empowers specialists to shape agent behavior: refining retrieval, prompts, and more without the need for deep AI expertise.
Moving from Experiments to Production
Agent Bricks marks a pivotal shift, enabling organizations to progress rapidly from prototypes to robust, production-grade AI agents.
Early adopters have slashed development time from weeks to a single day, building sustainable solutions that deliver measurable business impact. Trusted across sectors including healthcare, finance, and the public sector, Agent Bricks is already setting a new standard for enterprise AI.
Your Next Steps
Currently available in beta, Agent Bricks invites organizations to close the gap between demo and production quality. By automating the hardest parts of agent development, it empowers teams to focus on delivering results while Agent Bricks handles the complexity.
Agent Bricks by Databricks: Simplifying Domain-Specific AI for Enterprises