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MCP vs. RAG vs. A2A: Understanding the Building Blocks of Enterprise AI Agents

Vaultiscan06 Nov, 2026Technology

The three protocols solve different problems well enough that a mature enterprise AI stack typically runs all of them at once. Some breakdowns of this stack list four layers instead of three, adding “AI agents” alongside MCP, RAG, and A2A. That framing conflates the actor with its tools: the agent is what connects, retrieves, and coordinates, not a fourth protocol to weigh against the other three. Tags: AI customer agent service, conversational analytics,what is an AI agent

Agentic AI vs Conversational AI: Where Enterprise AI Agents Cross from Answering to Acting

Vaultiscan29 Oct, 2026Technology

Conversational AI is a type of software that comprehends a natural-language question and generates the appropriate response, summary or recommendation, and waits for the next one. Agentic AI is a software program that can divide a goal into steps, determine which tools or systems to use for each step, and then execute the task to completion, only requiring human sign-off where necessary. Tags: LLM document corruption enterprise, enterprise AI platform, enterprise RAG system failures

Top 20 Enterprise AI Search Platforms in 2026

Vaultiscan13 Oct, 2026Web Development

Vaultiscan A private enterprise AI platform that deploys inside your own environment or sovereign cloud, with a governed data layer enforcing access scope before generation and citations carrying source, version and owner. Tags: glean ai, ai knowledge agent for rail, ai-powered knowledge agent for rail, ai sales agent, ai agent vs chatbot, glean alternative

Vaulti SDK Enterprise AI SDK for Search & Knowledge Access

Vaultiscan25 Sep, 2026Web Development

Embed AI-powered search and knowledge retrieval into enterprise applications with Vaulti SDK. Connect documents, databases, APIs, and business systems to deliver contextual, source-backed answers directly within your products, portals, or internal applications while maintaining enterprise-grade security. Tags: glean ai, ai knowledge agent for rail, ai-powered knowledge agent for rail

Vaulti Lake Unified Data Platform for Enterprise AI

Vaultiscan17 Sep, 2026Technology

Connect databases, documents, APIs, cloud storage, and business applications into a unified, AI-ready data layer. Vaulti Lake enables secure data integration, contextual knowledge retrieval, analytics, reporting, and enterprise AI applications by making information accessible through a single query able platform.

Enterprise AI Platform & Knowledge Agent Vaultiscan

Vaultiscan01 Sep, 2026Technology

Connect enterprise knowledge, data, documents, and AI agents in one secure platform. Vaultiscan delivers accurate, source-backed answers, automates knowledge discovery, and enables private AI across your organisation. Integrate with your existing systems to improve productivity, decision-making, and enterprise-wide information access. Tags: Internal knowledge agent