Enabling GenAI Success with Trusted, AI-Ready Data

The Denodo Platform integrates and secures data to make GenAI reliable and trustworthy.

Generative AI

Overview

Generative artificial intelligence (GenAI) has been compared to revolutionary technologies like electricity and the Internet for its potential to reshape industries and society. Yet, many executives express dissatisfaction with their organization’s progress in adopting AI and GenAI, with a surprising number of projects still not in production.

One of the key barriers is the lack of a secure, trusted, high-quality data foundation. Without it, GenAI models are prone to hallucinations, sensitive information is at risk, and compliance with increasingly stringent AI regulations becomes challenging.

To overcome these obstacles, organizations require a robust data management platform that not only accelerates access to data but also centralizes governance, security, and control across the enterprise.

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The New Era of Gen AI: Enabled by Logical Data Management

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Generative AI

Denodo Assistant: Embedded GenAI for Enhanced Productivity

Denodo Assistant is a core component of the Denodo Platform that enhances productivity by simplifying data tasks for both data engineers and consumers. It leverages AI and machine learning to automate routine processes, providing intelligent autocompletion, proactive suggestions, and optimization recommendations. Denodo Assistant can recommend relevant datasets, assist with natural language queries, and offer suggestions for query acceleration and data preparation. These capabilities, powered by the platform's rich semantic layer and active metadata, enable users to make faster, more informed decisions while streamlining everyday tasks.

Denodo Assistant
Generative AI

The Denodo Platform

Denodo’s logical data management capabilities, combined with retrieval augmented generation (RAG) techniques, enable organizations to enhance the accuracy of their GenAI large language models (LLMs) by providing context-rich, real-time data from across hybrid, multi-cloud environments. This leads to more precise responses, reduced AI hallucinations, better decision-making, and the simplified operation of GenAI initiatives.

The Denodo Platform serves as a single, consolidated gateway for AI applications to access integrated data while offering several other key benefits, including:

A unified, secure access point for large language models (LLM)s to interact with and query all enterprise data

A rich semantic layer, providing LLMs with the needed business context and knowledge, including table descriptions, business definitions, categories/tags, and sample values

Quick delivery of logical data views that are de-coupled and abstracted from the underlying technical data views

Built-in query optimization features that relieve LLMs from managing specific data source constraints or optimized join strategies

Solution benefits

The Denodo Platform makes your organization GenAI-ready, by:

A perfect enabler for RAG

Implementing the RAG architecture in an enterprise context against real production data across an often siloed and complex enterprise data landscape can be very complex. The Denodo Platform helps integrate a variety of data repositories including SaaS applications, CRM and ERP systems, data lakes, and enterprise data warehouses for LLMs during the RAG process. The Denodo Platform maintains the necessary metadata to provide LLMs with the information they need, including data schemas, field descriptions with contextual information, and business names of the field, and in the form that they need it in.

GenAI powered natural language querying

The Denodo Platform democratizes data access by enabling business users to query data in natural language without the need of any special skills, and it enables self-service data preparation by recommending metadata.

Ensuring data privacy and security

The Denodo Platform provides a central layer for enforcing security restrictions that can be defined in terms of the canonical model, with field-level granularity. The Denodo Platform supports user- and role-based authentication and authorization, as well as dynamic masking. This makes the Denodo Platform ideal for enforcing data security for RAG-enabled AI applications and helping organizations to meet a wide variety of regulatory requirements.

Ensuring better data quality and explainability

Poor-quality data can result in incorrect or inconsistent behaviors – “garbage in, garbage out.” GenAI applications also require the ability to demonstrate “data explainability,” which is the ability to specify which data was accessed to produce a given result. The Denodo Platform provides extensive functions and rules to maintain data quality. For every GenAI query initiated, the Denodo Platform logs the query and what data was returned, enabling both transparency and explainability.

Meeting regulatory requirements

With its ability to provide a trusted, secure data foundation and enable explainability and transparency, the Denodo Platform enables organizations to meet the stringent requirements of new regulatory frameworks and guidelines such as the EU AI Act, the U.S. Executive Order on AI, China’s Gen AI standards, and Singapore’s Model Governance Framework for Gen AI.

Ready to get started with trusted GenAI?

For twenty-five years – Denodo has helped organizations reap business value from their data by integrating diverse data sources into a single, trusted logical layer, enabling consumers and applications to leverage data at the speed of business. We have extensive experience in leveraging metadata for making data initiatives intelligent and productive, which is just what GenAI needs to be successful. Call us today, and become a success story for translating GenAI into value.

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