FireTail AI Security Platform vs Witness Observe: Side-by-Side Comparison (2026)

FireTail AI Security Platform

Security teams deploying large language models across their organization need FireTail AI Security Platform to map and control what's actually running, since shadow AI adoption outpaces official inventory in most enterprises. The platform covers all six NIST CSF 2.0 functions from asset discovery through continuous monitoring, with particular strength in ID.AM and DE.CM for finding rogue model integrations and detecting prompt injection attacks in real time. Skip this if your AI use is still experimental or limited to a handful of approved tools; FireTail's value compounds with deployment scale and integration sprawl.

Witness Observe

Mid-market and enterprise security teams managing shadow AI and uncontrolled agent deployment will get immediate value from Witness Observe's network-level discovery, which catches AI applications without requiring endpoint agents across your environment. The platform detects over 4,000 known AI apps and captures real-time conversation data for analysis, giving you asset visibility and continuous monitoring that map directly to NIST ID.AM and DE.CM. Skip this if your organization hasn't yet identified where AI is actually running; Witness Observe is built for teams past the discovery phase who need runtime protection and policy enforcement.