Tumerik AI Trust Score™ vs Witness Control: Side-by-Side Comparison (2026)

Tumerik AI Trust Score™: Real-time AI application security with trust scoring and guardrails. built by Tumeryk. Core capabilities include Automated testing across security, bias, and safety dimensions, Real-time risk scoring and trust score calculation, Enterprise monitoring across multi-cloud environments..

Witness Control: AI security platform with guardrails, policy enforcement, and data redaction. built by WitnessAI. Core capabilities include Network-level visibility of AI activity without browser extensions or agents, Real-time data redaction of sensitive information, Intent-based policy enforcement across AI tools..

Both serve the LLM Guardrails market but differ in approach, feature depth, and target audience.

Tumerik AI Trust Score™ differentiates with Automated testing across security, bias, and safety dimensions, Real-time risk scoring and trust score calculation, Enterprise monitoring across multi-cloud environments. Witness Control differentiates with Network-level visibility of AI activity without browser extensions or agents, Real-time data redaction of sensitive information, Intent-based policy enforcement across AI tools.

Tumerik AI Trust Score™ is developed by Tumeryk. Witness Control is developed by WitnessAI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Tumerik AI Trust Score™ integrates with Strand Agent, Crew AI. Witness Control integrates with ChatGPT, Perplexity, Cursor, Copilot, Windows 11 Copilot and 1 more. Check integration compatibility with your existing security stack before deciding.

Tumerik AI Trust Score™ and Witness Control serve similar LLM Guardrails use cases: both are LLM Guardrails tools. Review the feature comparison above to determine which fits your requirements.