Quilr Reviews, Ratings & Features 2026 | Gartner Peer Insights

AI Security and Anomaly Detection is a market focused on providing runtime protection and monitoring for AI applications, particularly those using generative models like large language models (LLMs). These solutions detect and mitigate risks such as prompt injection, hallucinations, toxicity, biased outputs, data leakage, and performance drift. Delivered as cloud-native modules via APIs or embedded within applications, they offer real-time visibility into content and security anomalies. The market supports compliance with emerging regulations, enables centralized oversight across multiple AI deployments, and helps organizations safeguard their brand and decision-making processes from faulty or malicious AI behavior.

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AI Security and Anomaly Detection

Quilr

Chief Information Officer

Our overall experience with Quilr has been very positive. The team has been responsive, supportive, and genuinely attentive to our needs throughout the process. We've appreciated their willingness to listen, adapt and make sure we have what we need to be successful. As a CISO, that level of partnership and support matters, and Quilr has delivered. 

<50M USD

50M - 250M USD

250M - 500M USD

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10B - 30B USD

Chief Information Security Officer

Solution is good but needs holistic coverage, long way ahead for this solution

Engineer

Quilr has helped improve visibility and governance around AI application usage within our environment. The browser extension, LLM gateway, and MCP gateway together provide a centralized approach for monitoring AI adoption, identifying shadow AI usage, and enforcing security controls. Deployment was relatively smooth and the team was responsive during onboarding and support discussions. The product is evolving quickly with new capabilities focused on AI security and governance. Overall the experience has been positive.

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Quilr addresses the challenge of securing enterprise environments as organizations adopt artificial intelligence and manage increasing volumes of data. The platform integrates data protection, AI security, and workforce collaboration into a single solution, aiming to eliminate security gaps that can occur when these elements are managed separately. Quilr applies automated controls to protect sensitive information across various channels, implements safeguards for AI interactions, and incorporates security workflows into employee activities to support real-time risk mitigation. The system is designed to facilitate the safe use of artificial intelligence while maintaining data security and continuous operational workflows.

Security that protects data, enables AI adoption, and empowers people—without slowing innovation. Quilr is an AI-powered cybersecurity platform that secures the modern enterprise through three interconnected layers: data, AI, and people. Traditional security tools silo these layers, creating gaps that attackers exploit. Quilr unifies them—protecting sensitive data across every touchpoint, securing AI from prompts to autonomous agents, and embedding guided collaboration directly into employee workflows to close security gaps in real time. Three interconnected layers: Data Protection: AI-powered guardrails that replace noisy, rule-based DLP with real-time, low-friction protection across email, SaaS, files, and GenAI tools. AI Security & Control: Adaptive guardrails and AI-SPM that secure prompts, shadow AI, and autonomous agents—ensuring visibility, compliance, and safe adoption at scale. Human-in-the-Loop Collaboration: Guided workflows that turn security alerts into conversations—coaching employees, automating remediation, and closing gaps without disrupting productivity. Adopt AI. Protect your data. Keep humans in the loop.

Reviews

Ratings Overview

Overall experience with

Favorable Review

Positive Onboarding Experience With Ongoing Support and Evolving AI Governance Features

Critical Review

AI Governance

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