Unified Zero Trust CNAPP 
Secure APIs 
Secure Kubernetes 
SIEM 
Secure Secrets 
AI Security Stack Ranking (2026)
AccuKnox covers all 17 AI security capability categories — from AI-SPM and pipeline security to prompt firewalls, agentic AI protection, and eBPF runtime enforcement. This matrix compares 13 vendors so you can see exactly what each tool delivers, what sits on a roadmap, and where there is no coverage.
| # | Sub-Feature | What it covers | AccuKnox evidence |
|---|---|---|---|
| 1.1 | Multi-cloud AI asset inventory (AWS, Azure, GCP, on-prem) | Discovery and posture of every AI asset models, endpoints, notebooks, managed AI services across clouds and on prem. | help.accuknox.com/how-to/aiml-overview/ |
| 1.2 | Shadow AI detection (unsanctioned models, notebooks, AI services) | Auto discovery of unsanctioned models, notebooks and inference engines (Ollama, vLLM) across AWS, Azure, GCP | https://help.accuknox.com/how-to/aiml-aws-onboard/ |
| 1.3 | AI pipeline & supply-chain security (CI/CD secrets, IaC, container/ registry scans) | AI pipeline & supply chain security (CI/CD secrets, IaC, container/registry scans) | help.accuknox.com/integrations/cicd-overview/ |
| 2.1 | Managed cloud agent security (Bedrock AgentCore, Copilot Studio, Agentforce) | Security for agents built on managed platforms: AWS Bedrock AgentCore, Azure AI Foundry, Copilot Studio, Agentforce. | https://accuknox.com/solutions/agentic-ai-security |
| 2.2 | MCP server security (discovery, vetting, gateway controls) | MCP server discovery, vetting and gateway level control of agent to tool connections. | https://help.accuknox.com/integrations/mcp-server/ |
| 2.3 | Agent tool-call sandboxing & runtime isolation (eBPF / ClawArmor) | Kernel level (eBPF) sandboxing of agent tool calls; ClawArmor isolates agent instances at runtime. | https://accuknox.com/solutions/agentic-ai-security |
| 3.1 | AI attack detection from cloud logs (AI-DR, config drift, anomalies) | CloudTrail / Azure Activity Log ingestion, drift detection on AI configs, alerts on public notebooks and shadow models. | https://help.accuknox.com/use-cases/aidr/ |
| 3.2 | Incident response & auto-remediation (ServiceNow / Jira ITSM) | Cloud Detection & Response with auto remediation (e.g., removes public access) and ServiceNow / Jira ticketing. | https://help.accuknox.com/getting-started/aws-cdr/ |
| 3.3 | Runtime security enforcement on AI workloads (eBPF, zero-trust) | Zero trust eBPF enforcement at process, file, network layers on K8s, VMs, bare metal (KubeArmor). | https://help.accuknox.com/getting-started/runtime-sec-arch/ |
| 4.1 | Inline prompt firewall (transparent proxy, gateway & SDK modes) | Transparent inline proxy with block / sanitize / monitor / allow actions; gateway and SDK deployment modes. | https://accuknox.com/solutions/prompt-firewall |
| 4.2 | Session abuse protection (jailbreaks, prompt injection, PII leaks) | Per session policy enforcement: jailbreak and prompt injection blocking, PII leak prevention on prompt traffic. | https://help.accuknox.com/use-cases/prompt-firewall-overview/ |
| 4.3 | Unsafe content filtering (toxicity, hallucination, code injection) | Output side filtering: sentiment, hallucination flagging, code injection blocking on cloud and on prem LLMs. | https://help.accuknox.com/use-cases/subprompts-categories/ |
| 5.1 | AIBOM / xBOM generation, signing & verification | Generate, sign and verify SBOM, CBOM, HBOM, AIBOM; aligned to CERT-In. | https://accuknox.com/platform/xbom |
| 5.2 | Framework mapping (NIST AI RMF, ISO 42001, OWASP LLM Top 10, EU AI Act) | Findings and policies mapped to NIST AI RMF, ISO 42001, OWASP LLM Top 10, EU AI Act. | https://help.accuknox.com/use-cases/red-teaming/ |
| 5.3 | Audit trails, evidence & compliance reporting | Session logs, alert histories and exportable evidence for auditors and GRC teams. | https://accuknox.com/solutions/ai-dr |
| 6.1 | Automated adversarial probe library (1,500+ jailbreak / injection attacks) | Library of 1,500+ adversarial probes across jailbreak, injection, leakage and toxicity categories. | https://accuknox.com/solutions/ai-red-teaming |
| 6.2 | Multi-turn / stateful attack simulation on live endpoints | Multi turn, stateful attack chains against live endpoints (OpenAI, Ollama, custom inference). | https://help.accuknox.com/use-cases/red-teaming/ |
| 6.3 | Continuous CI/CD red teaming with framework-mapped findings | Red team runs embedded in CI/CD with findings mapped to NIST AI RMF, ISO 42001, OWASP. | https://help.accuknox.com/use-cases/red-teaming/ |
| 7.1 | Workload & agent identity (SPIFFE/SPIRE-based) | Cryptographic workload identity for agents and AI services via SPIFFE/SPIRE. | https://accuknox.com/solutions/agentic-ai-security |
| 7.2 | Fine-grained authorization for agents & tools (OpenFGA, least privilege) | OpenFGA fine-grained authorization: least privilege control over what each agent and tool may do. | https://accuknox.com/solutions/agentic-ai-security |
| 7.3 | Non-human identity discovery & governance (service accounts, keys, secrets) | Discovery and governance of non human identities: service accounts, API keys, pipeline secrets. | https://accuknox.com/solutions/agentic-ai-security |
| 8.1 | Model file static scanning (Pickle, GGUF, safetensors, ONNX) | Static scans of Pickle, TensorFlow SavedModel, GGUF, DDUF, safetensors, ONNX for deserialization and supply chain risk. | https://help.accuknox.com/how-to/llm-static-scan/ |
| 8.2 | Dataset security: PII/PHI at rest + data-poisoning detection | PII/PHI scans of training datasets at rest, tenant custom configs, poisoning detection on weights and biases. | https://help.accuknox.com/use-cases/aiml-usecases/ |
| 8.3 | RAG & inference protection (poisoning defense, sandboxed / on-prem models) | ModelArmor sandboxes model execution, blocks adversarial inputs, fences PII out of retrieval paths; air-gapped deployments. | https://help.accuknox.com/use-cases/modelarmor/ |
See How Customers Accelerate Business And Reduce Risks With AccuKnox
DevSecOps & Security Teams Love our AppSec/CloudSec/AISec Platform
“AccuKnox allows Public Sector agencies and entities to protect themselves against current and emerging threats.”
Natalie Gregory, Vice President Enterprise Solution
AccuKnox Zero Trust CNAPP
“I had a very good initial conversation with the sales team and had a successful demo. The solution is very capable.”
Manager, Tech Services/Infosec - Healthcare and Biotech
AccuKnox Zero Trust CNAPP
“I really like the zero-trust architecture of the product. It gives the strong visibility and control across the cloud native workload as it is a built-in security model.”
IT Manager - Services (non-Government)
AccuKnox Zero Trust CNAPP
“Working with AccuKnox Zero Trust CNAPP was a great experience. It was a seamless integration with our cloud infrastructure.”
Director, Information Security - Banking
AccuKnox Zero Trust CNAPP
“I am quite impressed by the product and believe it’s currently the only fit for all my worries over the cloud.”
CISO - Banking
AccuKnox Zero Trust CNAPP
“Real-time security for my cloud native application. This solution is a huge benefit for any emerging threats and identifying vulnerabilities.”
CISO - Banking