🔥 Nuclia is now Progress Agentic RAG   Learn More

Make your data smarter and more secure with Ingestion AI Agents

Nuclia’s Ingestion AI Agents are designed to go beyond simple data ingestion—they actively enhance, structure, and safeguard your resources, making them smarter, safer, and more actionable for Retrieval-Augmented Generation.

What Are Ingestion AI Agents?
Ingestion AI Agents are intelligent tools that automate the processing and enrichment of your data during ingestion. From labelling and summarisation to advanced security and content analysis, these agents ensure your resources are optimised for seamless retrieval and insightful generation.

Meet Nuclia’s Ingestion AI Agents

Labeler Agent

Simplify resource classification with automated labelling. 

• Automatically annotate text blocks or resources with labels.

• Enhance text classification and organisation in your knowledge base.

• Ideal for building structured datasets for specific domains.

Generator Agent

Add value to your resources with dynamic enrichment.

• Automatically generate summaries or metadata for selected resources.

• Provide concise, actionable insights for retrieval and generation.

• Enhance your resources’ usability and discoverability.

• Generate JSON outputs from your data.

Graph Extraction Agent

Discover hidden relationships within your data.

• Extract named entities and relationships (NERs) from your resources.

• Build knowledge graphs to connect concepts and provide deeper insights.

• Enable advanced search capabilities and data linking.

Generate Q&A Agent

Make your resources interactive and knowledge-rich.

• Automatically create relevant questions and answers from your resources.

• Enable conversational applications or improve FAQ capabilities.

• Bring static content to life with interactive AI-driven elements.

LLM Security Agent

Protect your resources from misuse.

• Identify and flag content that could lead to jailbreaking large language model (LLM) prompts.

• Secure your RAG workflows by labelling risky content with “jailbreak_safety”.

• Maintain compliance and safeguard sensitive systems.

Content Safety Agent

Ensure your data is appropriate and aligned with your standards.

• Automatically flag inappropriate content in your resources.

• Use the “safety” label set to identify and isolate flagged material.

• Promote ethical and secure AI applications in your organisation.

Privacy & Security as core principles.

At Nuclia, we prioritize your data security and privacy with the highest industry standards and certifications, ensuring your information is handled with the utmost care and confidentiality.

Learn More about Security ->

Looking to Learn More?

Nuclia is now Progress Agentic RAG—bringing you even more advanced AI-powered retrieval capabilities.

Connect with us to learn how we can make Agentic RAG a reality for your organization.