Glossary
Demystifying enterprise MCP and AI topics.

What Is a Vector Database?
A vector database is a specialized data storage system that stores information as numerical embeddings (vectors) rather than traditional rows and columns.
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What Is Retrieval-Augmented Generation (RAG)?
RAG transforms AI from a system that guesses based on patterns into one that looks up facts from authoritative sources.
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What Is the Model Context Protocol (MCP)?
MCP provides one standardized way for AI agents to interact with enterprise systems, replacing fragmented custom integrations with a single, interoperable protocol.
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What Is an AI Governance Platform?
An AI Governance Platform is enterprise software that provides centralized control, monitoring, and policy enforcement for all AI systems across an organization.
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What are AI Guardrails?
Guardrails are the difference between an AI that can help and one that won't cause harm.
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What Is an AI Agent?
AI agents represent the shift from AI as a conversational interface to AI as a workforce multiplier.
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What Is an LLM Firewall?
An LLM firewall is a security layer that monitors and filters content flowing into and out of large language models, blocking harmful prompts, toxic outputs, data leakage, and policy violations before they reach users or systems.
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What is an MCP Gateway?
An MCP Gateway provids role-based access control, identity mapping, credential management, and comprehensive audit trails to MCP servers.
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What Is a Vector Database?
A vector database is a specialized data storage system that stores information as numerical embeddings (vectors) rather than traditional rows and columns.
Read more

What Is an LLM Firewall?
An LLM firewall is a security layer that monitors and filters content flowing into and out of large language models, blocking harmful prompts, toxic outputs, data leakage, and policy violations before they reach users or systems.
Read more

What are AI Guardrails?
Guardrails are the difference between an AI that can help and one that won't cause harm.
Read more

What Is the Model Context Protocol (MCP)?
MCP provides one standardized way for AI agents to interact with enterprise systems, replacing fragmented custom integrations with a single, interoperable protocol.
Read more

What Is an AI Governance Platform?
An AI Governance Platform is enterprise software that provides centralized control, monitoring, and policy enforcement for all AI systems across an organization.
Read more

What Is Retrieval-Augmented Generation (RAG)?
RAG transforms AI from a system that guesses based on patterns into one that looks up facts from authoritative sources.
Read more

What is an MCP Gateway?
An MCP Gateway provids role-based access control, identity mapping, credential management, and comprehensive audit trails to MCP servers.
Read more

What Is an AI Agent?
AI agents represent the shift from AI as a conversational interface to AI as a workforce multiplier.
Read more

What Is a Vector Database?
A vector database is a specialized data storage system that stores information as numerical embeddings (vectors) rather than traditional rows and columns.
Read more

What Is an AI Governance Platform?
An AI Governance Platform is enterprise software that provides centralized control, monitoring, and policy enforcement for all AI systems across an organization.
Read more

What Is an LLM Firewall?
An LLM firewall is a security layer that monitors and filters content flowing into and out of large language models, blocking harmful prompts, toxic outputs, data leakage, and policy violations before they reach users or systems.
Read more

What Is Retrieval-Augmented Generation (RAG)?
RAG transforms AI from a system that guesses based on patterns into one that looks up facts from authoritative sources.
Read more

What are AI Guardrails?
Guardrails are the difference between an AI that can help and one that won't cause harm.
Read more

What is an MCP Gateway?
An MCP Gateway provids role-based access control, identity mapping, credential management, and comprehensive audit trails to MCP servers.
Read more

What Is the Model Context Protocol (MCP)?
MCP provides one standardized way for AI agents to interact with enterprise systems, replacing fragmented custom integrations with a single, interoperable protocol.
Read more

What Is an AI Agent?
AI agents represent the shift from AI as a conversational interface to AI as a workforce multiplier.
Read more
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Stop building gateways.
Start building world-class AI experiences.
Natoma is enterprise-ready, battle-tested, and ready to help you skip the heavy lifting when implementing AI into your organization.
SOC2 certified
GDPR compliant
CCPA
US Data Privacy
Stop building gateways.
Start building world-class AI experiences.
Natoma is enterprise-ready, battle-tested, and ready to help you skip the heavy lifting when implementing AI into your organization.
SOC2 certified
GDPR compliant
CCPA
US Data Privacy
Learn more about Natoma and the MCP ecosystem
Frequently-Asked Questions
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What is Natoma?
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What is MCP vs RAG?
What is MCP vs RAG?
What is MCP vs RAG?
What AI clients support MCP?
What AI clients support MCP?
What AI clients support MCP?
Is MCP from OpenAI or Anthropic?
Is MCP from OpenAI or Anthropic?
Is MCP from OpenAI or Anthropic?
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How does Natoma handle security and access control?
How does Natoma handle security and access control?
Can I try Natoma for free?
Can I try Natoma for free?
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What makes Natoma different from building custom AI integrations?
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SOC2 certified
GDPR compliant
CCPA
US Data Privacy
Copyright 2026 Natoma Labs, Inc.
SOC2 certified
GDPR compliant
CCPA
US Data Privacy
Copyright 2026 Natoma Labs, Inc.
SOC2 certified
GDPR compliant
CCPA
US Data Privacy
Copyright 2026 Natoma Labs, Inc.