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Coming soon: Sema4.ai Dynamic Data Access
Imagine a world where your AI agents have seamless access to the entire wealth of your enterprise data – past, present, and future – without the hassle of data silos or cumbersome RAG architectures. Welcome to the future of data-driven AI with Sema4.ai Dynamic Data Access. This upcoming feature enables agents to tap into the lifeblood of your organization, connecting to over 100 data sources with zero-copy access.
By bridging the gap between AI and your enterprise’s most valuable asset – your data – we’re not just improving decision-making; we’re reimagining how your business works in the AI era. Get ready to unlock insights, automate data-intensive work, and push your organization into a new realm of data-driven automation.
Empowering your agents with comprehensive data access
Sema4.ai Dynamic Data Access enables you to build agents that can take on complex, data-intensive work by allowing them to:
- Access any data source: Connect to over 100 data sources – from Snowflake to Redshift and Databricks – all without leaving the Sema4.ai platform.
- Make smarter decisions: Provide your agents with complete enterprise context, allowing them to make more informed decisions and deliver highly accurate responses.
- Predict future trends: Equip your agents with predictive capabilities, enabling them to anticipate changes and take proactive actions.
Preview capabilities
Named Queries: precise data access without disruption
Agents relying solely on LLMs to generate SQL often produce poorly optimized queries that impact operational data stores or provide incorrect and inconsistent results to crucial business questions. Named Queries solves these challenges by allowing you to create specific, optimized SQL queries that agents can use to access critical data efficiently, ensuring both system performance and accuracy. For example, you could define a Named Query that allows an agent to use a specific SQL query to quickly retrieve real-time inventory data across multiple warehouses, enabling automated restocking processes that are efficient and consistently accurate without risking database performance or relying on potentially unreliable LLM-generated queries.
Predictions: democratizing predictive analytics
Leveraging predictive analytics typically requires a dedicated data science team, making it challenging for many businesses to take advantage of their historical data for future planning. Predictions solve this by enabling your agents to analyze trends, forecast outcomes, and take proactive actions without requiring specialized data science expertise. With this feature, you could develop an agent that predicts customer churn based on historical data and automatically triggers retention campaigns, turning data into foresight and foresight into a competitive advantage.
Data exploration: unlocking the full potential of your data
Understanding complex datasets often requires specialized data analysis skills, creating bottlenecks that prevent business users from gaining timely insights. Data Exploration overcomes this challenge by enabling your agents to answer complex questions about your data’s shape, structure, and content. This allows you to build agents that provide deeper insights and perform more sophisticated analyses. For instance, you could create an agent that analyzes sales data across regions and product lines, providing executives with on-demand insights for strategic decision-making.
What this means for you
When Sema4.ai Dynamic Data Access launches, you’ll be able to:
- Build more sophisticated agents: Create agents that can handle complex, data-intensive tasks with ease.
- Improve decision accuracy: Equip your agents with complete, up-to-date information for better decision-making.
- Automate predictive workflows: Develop agents that can forecast trends and take proactive actions.
- Simplify data integration: Spend less time on data plumbing and more time on solving business problems.
- Enhance your existing agents: Easily upgrade your current agents with powerful data access capabilities.
Stay informed and engaged with Dynamic Data Access
As we get ready to release our AI-powered data access, we invite you to join us on the journey. Here’s how you can stay connected:
Learn more about Dynamic Data Access
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