landing_page/qdrant-landing/content/enterprise-solutions/enterprise-solutions-challenges.md

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Enterprises Face Challenges in Scaling AI Applications	id icon title description 0 src alt /img/enterprise-solutions-challenges/icon1.svg Security & Compliance Risks Security & Compliance Risks Enterprises need granular control over who accesses what data. Without robust <b>security frameworks, role-based access control (RBAC),</b> and <b>single sign-on (SSO)</b> integrations, managing compliance with regulations like <b>GDPR</b> becomes a complex challenge. id icon title description 1 src alt /img/enterprise-solutions-challenges/icon2.svg Lack of Performance Visibility Lack of Performance Visibility Scaling AI applications demands insights into system performance. Without <b>real-time monitoring and observability</b> into query latency, resource usage, and infrastructure health, teams face operational blind spots, slowing down optimization efforts and impacting performance. id icon title description 2 src alt /img/enterprise-solutions-challenges/icon3.svg Credential Chaos & Access Management Bottlenecks Credential Chaos & Access Management Bottlenecks Growing teams often juggle multiple authentication systems and struggle with <b>credential sprawl</b>. Without a unified access management solution, onboarding and enforcing policies become time-consuming, leading to <b>unauthorized access risks</b> and inefficient workflows. id icon title description 3 src alt /img/enterprise-solutions-challenges/icon4.svg Manual Infrastructure Management Overhead Manual Infrastructure Management Overhead Enterprises often struggle to keep up with scaling demands. <b>Manual cluster provisioning and management</b> lead to slow deployments, human errors, and high operational costs.	true