Runtime security for every custom AI application, agent, and workflow your teams create, from system prompt to production.
Internal chatbots, proprietary agents, RAG pipelines, multi-agent systems. Every one processes sensitive data, calls external APIs, and makes decisions on behalf of your organization. QuilrAI reads each app's intent, generates custom red team tests, deploys a Guardian Agent, and secures the entire stack across four control planes.
Every type of custom AI application introduces unique data flows, tool integrations, and risk surfaces.
Customer support bots, employee help desks, onboarding assistants built on LLM APIs.
Knowledge base Q&A systems that query vector databases and proprietary document stores.
Workflow automation agents for invoice processing, data extraction, and report generation.
Orchestrated AI workflows where multiple agents collaborate, delegate, and share context.
Microservices exposing LLM capabilities via REST/GraphQL endpoints for internal consumption.
Fully autonomous agents with browser control, MCP orchestration, and independent decision-making.
Every custom AI application follows the same fundamental chain. Risks emerge at every step, and compound across the pipeline.
User
Injection entry point
System Prompt
Defines app intent & scope
LLM
Reasoning & generation
Tools & APIs
External actions & data
Data Sources
Sensitive data access
Response
Output filtering needed
QuilrAI intercepts at every stage: input validation, prompt analysis, tool authorization, data classification, and output filtering.
For every custom AI application you build -- chatbots, RAG pipelines, autonomous agents, multi-agent systems -- QuilrAI auto-creates a dedicated Guardian Agent that understands your app's defined behavior and enforces it at runtime.
Guardian reads each app's system prompt, understands its defined behavior, and creates guardrails matching the specific use case.
Different users get different permission levels. Guardian applies identity-based access so each role only reaches the data it should.
Red Team Agent probes for prompt injection, data leakage, and scope drift -- attacking both the agent and its Guardian to auto-fix gaps.
At runtime, Guardian intervenes in under 30ms if an agent makes mistakes, gets compromised, or drifts from its defined intent.
What this looks like in Guardian setup
Firewalls do not inspect prompts. WAFs do not understand intent. SIEM cannot trace agent reasoning chains.
Direct injection via user input, indirect injection through retrieved documents, and tool-output injection where API responses contain adversarial payloads.
AI responses expose PII, credentials, proprietary data, and internal system details. RAG pipelines surface documents beyond the user's clearance level.
Apps act beyond their intended purpose. A customer support bot starts giving financial advice. A code assistant begins executing arbitrary commands.
Agents granted database write access, admin API keys, and broad tool capabilities far exceeding task requirements.
Four interconnected control planes covering every layer of your custom AI stack.
Prompt & Data Plane
Experience the full QuilrAI pipeline. Define an agent, watch QuilrAI analyze its intent, run automated red team tests, then try to break through the Guardian yourself.
Select a preset agent type to begin the security analysis pipeline.
Every interaction with your custom AI applications is scored by an AI-native reasoning engine with three types of awareness. Real-time decisions at sub-50ms latency.
Understands the semantic meaning of every prompt, response, and tool call. Detects sensitive data, policy violations, and malicious intent in real time.
Considers the full conversation, user identity, agent state, and application context. Who is asking, what app is this, what data is accessible.
Compares every action against the builder's defined scope and policies. Knows what the app is SUPPOSED to do, and flags everything else.
Allow · Coach · Redact · Block — every decision logged for audit
<50ms
Decision Latency
<1%
False Positive Rate
All 4
Control Planes
100%
Agent Coverage
Free risk assessment. See vulnerabilities in your AI apps in minutes. Intent-based red teaming. Guardian Agent deployment. No agents to install.
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