Best FireTail Complete AI Audit Trail Alternatives & Competitors in 2026
Top picks: Pebblo (Safe Agent/Safe Infer), Portal26, KELA AiFort — plus 16 more compared.
AI SecurityTop picks: Pebblo (Safe Agent/Safe Infer), Portal26, KELA AiFort — plus 16 more compared.
AI SecurityFireTail Complete AI Audit Trail is a commercial MLSecOps tool developed by FireTail. Security professionals most commonly compare it with Pebblo (Safe Agent/Safe Infer), Portal26, KELA AiFort, Pebblo, and TrustLab. All 19 alternatives are matched by shared capabilities, tags, and NIST CSF 2.0 coverage.
A closer look at the 8 most relevant alternatives and competitors to FireTail Complete AI Audit Trail, including their key features and shared capabilities.
AI agent governance platform securing MCP traffic, prompts, and data access.
Enterprise platform for GenAI governance, security, risk mgmt & compliance.
Security platform for LLM applications with red teaming and threat protection
AI security platform enforcing access control & governance for AI apps/agents.
AI trust platform for monitoring, evaluating, and labeling AI deployments.
Runtime AI trust & security platform for governing agentic AI systems.
AI testing & monitoring platform for secure, compliant AI deployment.
Middleware guardrail securing LLM inputs/outputs for enterprise GenAI compliance.
AI agent governance platform securing MCP traffic, prompts, and data access.
Middleware guardrail securing LLM inputs/outputs for enterprise GenAI compliance.
ML platform for anomaly detection, outlier detection, classification & regression
Automated policy-based governance for AI model monitoring and alerting
AI governance, risk mgmt, and compliance platform for enterprise AI systems
Creates privacy-preserving transforms to protect sensitive data in AI/ML training.
AI-powered security architect agent for dev teams via chat interfaces
AI governance platform for discovering, testing, and ensuring compliance of AI systems.
AI risk signal platform for data privacy and governance across apps and pipelines.
ML testing platform for validating models pre/post-deployment via CI/CD.
Common questions security professionals ask when evaluating alternatives and competitors to FireTail Complete AI Audit Trail.
The most popular alternatives to FireTail Complete AI Audit Trail include Pebblo (Safe Agent/Safe Infer), Portal26, KELA AiFort, Pebblo, and TrustLab. These MLSecOps tools offer similar capabilities and are frequently compared by security professionals evaluating their options.
There are 19 alternatives to FireTail Complete AI Audit Trail listed on CybersecTools, all within the MLSecOps category. Each alternative is matched based on shared capabilities, tags, and NIST CSF coverage areas.
FireTail Complete AI Audit Trail is a commercial MLSecOps tool. It requires a paid license or subscription. Both free and commercial alternatives are available for comparison.
FireTail Complete AI Audit Trail is a MLSecOps tool within the broader AI Security category. It is used by security professionals for mlsecops capabilities and can be compared against 19 similar tools.
