Overview

Validio AI Features are a suite of LLM-powered and ML-powered capabilities that help you describe, recommend, classify, and match data assets. Available features include:

LLM Credentials

Configure authentication for AI language models to leverage their capabilities for AI recommendations, SQL query generation in custom validators and filters, and glossary term suggestions.

AI Recommendations

Streamline validator setup by automatically analyzing your data source to suggest tailored validators, windows, filters, and segmentations—powered by LLMs or statistical ML.

MCP Server

Connect MCP clients directly to your Validio platform to help you configure validators, analyze incidents, and manage data quality, all through natural language conversation.

Glossary Term Suggestions

Use AI to automatically discover catalog assets and schema fields that match a glossary term, using text matching, lineage analysis, and LLM refinement.

AI Description Generation

Generate contextual descriptions for catalog assets, schema fields, glossary terms, domains, validators, and lineage edges using your LLM credentials.

Suggest Lineage Edges

Automatically suggest field-level lineage connections between cross-system assets using heuristic and LLM-powered matching.

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For details on what data AI features send to a Large Language Model, see AI Data Transparency.

Enabling AI Features

To use Validio AI capabilities, you need to enable AI features in your Validio Workspace. See Configuring Global Settings.