Apiiro AI-Powered Risk Detection vs Repello AI Agent Wiz: Side-by-Side Comparison (2026)

Apiiro AI-Powered Risk Detection: AI-powered pre-development risk detection for secure-by-design software. built by Apiiro. Core capabilities include Pre-development risk detection using private LLM model, Automated threat modeling story generation, Risk analysis of feature requests and tickets..

Repello AI Agent Wiz: Open-source CLI tool to map, threat-model, and secure AI agent workflows. built by Repello AI. Core capabilities include AST-based flow extraction from Python orchestrator files to generate agent-to-tool-to-LLM graphs, MAESTRO threat modeling across 12 known agentic failure modes, Real-time graph visualization with export to .png, .dot, or interactive formats..

Both serve the Threat Modeling market but differ in approach, feature depth, and target audience.

Apiiro AI-Powered Risk Detection differentiates with Pre-development risk detection using private LLM model, Automated threat modeling story generation, Risk analysis of feature requests and tickets. Repello AI Agent Wiz differentiates with AST-based flow extraction from Python orchestrator files to generate agent-to-tool-to-LLM graphs, MAESTRO threat modeling across 12 known agentic failure modes, Real-time graph visualization with export to .png, .dot, or interactive formats.

Apiiro AI-Powered Risk Detection is developed by Apiiro. Repello AI Agent Wiz is developed by Repello AI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Apiiro AI-Powered Risk Detection integrates with Jira, GitHub Issues, Azure DevOps Boards. Repello AI Agent Wiz integrates with Autogen, LangGraph, CrewAI, LlamaIndex, OpenAI SDK and 1 more. Check integration compatibility with your existing security stack before deciding.

Apiiro AI-Powered Risk Detection and Repello AI Agent Wiz serve similar Threat Modeling use cases: both are Threat Modeling tools, both cover Threat Modeling. Key differences: Apiiro AI-Powered Risk Detection is Commercial while Repello AI Agent Wiz is Free. Review the feature comparison above to determine which fits your requirements.