Enterprise chatbots powered by RAG pipelines and MCP servers have direct access to your databases, documents and internal knowledge — making them the highest-value target for data extraction, prompt injection and content abuse. APIRE.IO secures every layer of your chatbot architecture before it reaches users or AI providers.
Modern enterprise chatbots are not simple FAQ bots. They are RAG-powered systems connected to live databases, internal documents and MCP tool servers — meaning every user conversation is a potential path to your most confidential business data.
Retrieval-Augmented Generation chatbots pull live data from your internal knowledge bases, document stores and vector databases to answer questions — and without guardrails, adversarial users can extract that data systematically through carefully crafted queries.
Chatbots connected via Model Context Protocol (MCP) have tool access to databases, APIs and internal services. A single successful prompt injection through your chatbot can pivot directly into your backend infrastructure — MongoDB, internal APIs, file systems.
Without output controls, users manipulate chatbots into producing harmful, offensive, legally risky or brand-damaging content — then screenshot and publish it. Your chatbot becomes a liability the moment it goes live without content enforcement.
Attackers embed malicious instructions in user inputs to override your chatbot's system prompt, bypass safety rules, extract RAG context or redirect the bot to perform unauthorized actions against connected databases and services.
APIRE inspects prompts going in, responses coming out, and tool calls in between — protecting your RAG context, MCP connections and database queries at every hop.
Prevent adversarial users from extracting your internal knowledge base through the chatbot. APIRE detects systematic data extraction attempts and blocks them before your RAG pipeline responds — keeping your documents, vectors and database contents inside your perimeter.
Every MCP tool call your chatbot makes passes through APIRE inspection. Unauthorized commands, injection attempts and anomalous database queries are blocked in real time — protecting MongoDB, internal APIs and every backend service your chatbot can reach.
Define exactly what your chatbot can and cannot say. APIRE enforces output policy on every response — blocking harmful content, off-topic outputs and policy violations before they reach your users, with full logs for compliance and audit.
Book a 30-minute demo and see APIRE scanning live chatbot traffic — blocking prompt injection, protecting RAG context and enforcing output policy across your entire deployment stack.