Unified Zero Trust CNAPP 
Secure APIs 
Secure Kubernetes 
SIEM 
Secure Secrets 
Parameters
Quilr
On-Prem Support
Full on-prem: single-node or managed install on EKS/AKS/GKE. Air-gapped supported. SaaS and on-prem ship the same feature set. AWS AMI control-plane install available. References:
- SaaS vs On-Prem: help.accuknox.com/how-to/aiml-saas-vs-onprem/
- Managed Install (EKS/AKS/GKE): help.accuknox.com/getting-started/onprem-eks-aks-gke/
- AWS Control Plane: help.accuknox.com/getting-started/aws-ami/
On-prem/VPC Enterprise deployment offered. No AWS AMI or marketplace install.
AI Pipeline Security
AI/ML pipeline graph traces data flow from model to endpoint. Secrets and IaC scanning run inside pipeline jobs. Native CI/CD: Jenkins, GitHub Actions, Azure DevOps, Harness, AWS CodePipeline.References:
- AI/ML Overview: help.accuknox.com/how-to/aiml-overview/
- AI Security Use Cases: help.accuknox.com/use-cases/aiml-usecases/
- CI/CD Integrations: help.accuknox.com/integrations/cicd-overview/
Secures the IDE and endpoint, not the build. No CI/CD, secrets, or IaC scanning.
Model Security
Static scans of LLM and ML model files: Pickle, TensorFlow SavedModel, GGUF, DDUF. Runtime model execution visibility via KubeArmor (eBPF). Supply-chain poisoning detection for models pulled from public repos. References:
- LLM Static Scans: help.accuknox.com/how-to/llm-static-scan/
- ML Static Scans: help.accuknox.com/how-to/ml-static-scan/
- AI/ML Support Matrix: help.accuknox.com/support-matrix/aiml-support-matrix/
Discovers models on endpoints only. No static scanning of model artifacts.
Dataset Security
PII and PHI scanning of datasets at rest, with per-tenant scan configs. Data poisoning detection covering weights and bias integrity. Built for HIPAA and SOC 2 environments. References:
- ML Static Scans: help.accuknox.com/how-to/ml-static-scan/
- AI Security Use Cases: help.accuknox.com/use-cases/aiml-usecases/
Strong DLP across files, SaaS, and prompts, plus RAG poisoning checks. No training-dataset or model-weight integrity scanning.
Runtime Security
Zero Trust enforcement on process, file, network, and capabilities via eBPF (KubeArmor). Behaviour baselining and anomaly detection across K8s, VMs, bare metal, and serverless. No iptables or kernel modules needed. References:
- Runtime Security Architecture: help.accuknox.com/getting-started/runtime-sec-arch/
- Zero Trust Runtime: accuknox.com/platform/runtime-security
Endpoint agent on macOS and Windows monitors network and processes. No workload runtime enforcement for K8s, VMs, or serverless.
Prompt Firewalling
Inline Prompt Firewall at the AI gateway inspects prompts and responses in real time. Blocks injection, jailbreaks, PII/PHI leaks, and unsafe content. Block, alert, or redact per app. References:
- Prompt Firewall Use Case: help.accuknox.com/use-cases/prompt-firewall/
- Onboard an App: help.accuknox.com/use-cases/llm-defense-app-onboard/
Adaptive guardrails on content, context, and intent. Blocks injection, jailbreaks, and tool hijacking inline.
Safety Guardrails - Session Abuse
Session-level monitoring of prompt history and user behaviour. Jailbreak and injection detection with per-session policy. PII/PHI leak prevention on prompts and responses. References:
- Prompt Firewall: help.accuknox.com/use-cases/prompt-firewall/
- AI Security Overview: help.accuknox.com/integrations/ai-overview/
Rate limits per minute, hour, and day, plus token budgets and response timeouts at the gateway.
Safety Guardrails - Unsafe Content
Guardrails cover sentiment analysis, hallucination flagging, and code injection detection. Outputs blocked or flagged on configurable OWASP-aligned rules. Works on cloud and on-prem LLMs. References:
- Prompt Firewall: help.accuknox.com/use-cases/prompt-firewall/
- AI Security Platform: accuknox.com/platform/ai-security
Detects PII, PHI, PCI, and financial data. Guardian Agent enforces task adherence to the system prompt.
Red Teaming
Automated LLM red teaming with adversarial probes: hallucination, code injection, prompt injection, toxicity, jailbreaks. ML static scans catch model-file flaws such as Pickle exploits. Outputs an LLM Security Card with risk score and remediation workflow. References:
- LLM Static Scans: help.accuknox.com/how-to/llm-static-scan/
- ML Static Scans: help.accuknox.com/how-to/ml-static-scan/
Red Team Agent attacks its own gateway guardrails 24/7. Tests policy only, not model files or artifacts.
Incident Response
Automated remediation strips public access from misconfigured AI resources. CDR response workflows for AWS, GCP, and Azure. ServiceNow and Jira ticketing for tracking. References:
Endpoint actions: block an app, quarantine a file, prompt for justification, kill the network. No cloud remediation or ticketing workflow.
AI Gateway Integrations
Native support for Azure APIM, AWS API Gateway, LiteLLM, and Bifrost AI. Prompt Firewall sits inline at the gateway, so the model needs no change. Multi-provider routing works out of the box. References:
- Azure APIM: help.accuknox.com/getting-started/azure-ai-foundry/
- AWS API Gateway: help.accuknox.com/how-to/aws-apim/
- LiteLLM: help.accuknox.com/integrations/litellm/
- Bifrost: help.accuknox.com/integrations/bifrost-integration/
Runs its own LLM gateway with multi-provider routing, plus a LiteLLM proxy plugin. No Azure APIM or AWS API Gateway integration.
SDK and Platform Integrations
Python SDK onboards apps to the Prompt Firewall directly. Pre-built integrations for Azure Copilot Studio, Bedrock AgentCore, and Microsoft Power Apps. Support matrix lists every platform and version. References:
- Python SDK / Onboard: help.accuknox.com/use-cases/llm-defense-app-onboard/
- Azure Copilot Studio: help.accuknox.com/integrations/copilot-studio/
- Bedrock AgentCore: help.accuknox.com/integrations/bedrock-agentcore/
- Power Apps: help.accuknox.com/integrations/powerapps-integration/
SDK for Python, JS/TS, and cURL, plus endpoint agents and OpenAI-compatible endpoints for Anthropic, Bedrock, Vertex AI, and Copilot Studio.
Agentic AI and MCP Security
SPIFFE workload identity for AI agents across multi-cloud. OpenFGA fine-grained authorization with upstream caller-sequence tracking. MCP tool sandboxing on least-permissive access, with auto-discovery of agents and MCP servers. References:
- Agentic AI Security: accuknox.com/solutions/agentic-ai-security
- AI Security Overview: help.accuknox.com/integrations/ai-overview/
MCP Gateway authenticates agents, tiers tools by risk (read, write, destructive), and scans tool traffic for PII. No SPIFFE identity or OpenFGA policy model.
Deployment Flexibility
SaaS, on-prem, air-gapped, public cloud, private cloud, and edge/IoT. Listed on AWS, Azure, Red Hat, and Oracle Cloud marketplaces. Hardware prerequisites and architecture documented for both models. References:
- SaaS vs On-Prem: help.accuknox.com/how-to/aiml-saas-vs-onprem/
- On-Prem Overview: help.accuknox.com/getting-started/on-prem-overview/
Hosted gateway, embedded SDK, endpoint agent, browser extension, or on-prem/VPC. No air-gapped, edge/IoT, or marketplace listings.
Why Customers Choose AccuKnox Over Quilr
Better
AccuKnox offers superior protection across cloud, containers, and Kubernetes environments, supporting over 45 compliance frameworks and enhanced by open-source innovations like KubeArmor, trusted by over 1 million downloads.
Faster
AccuKnox speeds up security operations with real-time runtime protection, cutting remediation time by 91% and reducing false positives by 89%, making threat detection and response significantly more efficient.
Cheaper
AccuKnox delivers a unified Cloud Native Application Protection Platform (CNAPP) that lowers total cost of ownership by consolidating multiple security tools into one solution, offering flexible pricing that scales seamlessly for organizations of all sizes.
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“Choosing AccuKnox was driven by opensource KubeArmor’s novel use of eBPF and LSM technologies, delivering runtime security”
Golan Ben-Oni
Chief Information Officer
“At Prudent, we advocate for a comprehensive end-to-end methodology in application and cloud security. AccuKnox excelled in all areas in our in depth evaluation.”
Manoj Kern
CIO
“Tible is committed to delivering comprehensive security, compliance, and governance for all of its stakeholders.”
Merijn Boom
Managing Director
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Evaluate how AccuKnox stands apart from Quilr based on key features, pros and cons. We have compiled a list of solutions that leading organizations compare while considering AccuKnox as a potential Tenable alternative. While analyzing AccuKnox and Quilr side by side you can differentiate competencies, integration, deployment, service, support, and specific product capabilities that will influence your purchasing decision.
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