Hi there,
The Early Fall Release represents a major evolution of the Nexadata Platform, introducing a truly agentic AI Copilot that autonomously builds, validates, and refines data Pipelines based on user-defined requirements. This release brings a new level of intelligence, precision, and flexibility to the data transformation and mapping process.
Previously, users built Pipelines using simple natural language instructions. Now, users can provide their requirements in a parenthetical format and optionally specify the desired output format. With this information, Nexadata’s agentic AI automatically constructs the entire Pipeline, ensuring that every transformation matches the intended result.
Nexadata’s agentic AI employs a deterministic and iterative approach to Pipeline creation. At each stage, the AI Agent evaluates the results and then adds the next transformation step deterministically, progressing toward the defined goal with precision and traceability. This method ensures every action in the Pipeline is explainable, reproducible, and aligned with the specified output structure.
Once the pipeline is built, each step is fully visible, enabling users to verify, modify, and approve the AI’s work. This human-in-the-loop design combines automation with supervision, ensuring users trust that every transformation complies with their business rules and data quality standards.
All transformations, including join logic and conditional mappings, are now dynamically built based on the user’s supplied requirements. Nexadata’s AI interprets intent and data relationships to generate contextually accurate and efficient transformations, dramatically reducing the time required to build complex data workflows.
Nexadata continues to offer Advanced Mode, enabling users to manually build Pipelines and conditional mapping groups when preferred. Advanced Mode also provides an easy way to make targeted adjustments to Pipelines that have been created by the agentic AI, delivering the best of both worlds: automation and control.
This release also features a complete migration from OpenAI to Anthropic, utilizing Claude’s reliability, structured reasoning, and long-context capabilities, which are essential for understanding complex mapping and transformation logic across large datasets. This transition ensures Nexadata provides predictable, steerable, and enterprise-ready AI performance.
Nexadata now supports Bring Your Own Key (BYOK) for the Anthropic Claude API.
Organizations can use their own Claude instance or fine-tuned models, enabling Nexadata to utilize your custom-trained specialization while ensuring secure orchestration and compliance.
As always, Nexadata does not store your data, nor is your data ever shared in full with any large language model.
To enable deterministic AI processing, a limited and controlled sample of records may be securely shared with the AI agent to determine the next transformation step. This sample is never persisted, and all processing occurs within Nexadata’s secure environment. Your data’s privacy, integrity, and governance controls remain fully protected throughout the process.
This release also includes several key platform improvements focused on security, reliability, and ease of use.
Here’s a look ahead at what’s in the pipeline:
Thanks for being part of the Nexadata journey.
— The Nexadata Team