Tumeryk
AI trust scoring, red teaming and runtime guardrails for large language models and AI agents.
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Tumeryk provides an AI Trust Score that rates models across nine dimensions, including prompt injection, bias, toxicity and hallucination, mapped to NIST AI RMF, ISO 42001 and EU AI Act guidance. It adds red teaming and runtime guardrails built on NVIDIA NeMo Guardrails.
The product is sold through AWS Marketplace, including a GovCloud listing, and has announced MCP server support and a partnership with Wiz for scoring AI asset risk.
Innovation Matrix Assessment
Shipped scoring, red teaming, guardrails, MCP support and a GovCloud offering.
A comparable score across models helps governance teams choose and monitor AI deployments.
AWS Marketplace listings and a Wiz partnership; no funding or customer counts found.
A numeric trust score is a useful framing, but guardrail and red-team tooling is crowded.
Scores published by Tumeryk have drawn Dark Reading and SecurityWeek coverage, but methodology was not independently validated.
AI governance and guardrails demand should persist as agents spread.
Why CISOs Should Care
Gives governance and security teams a quantified, framework-aligned view of LLM risk and a way to enforce guardrails.
What Makes It Different
Leads with a standardized trust score instead of only detection or filtering.
The Matrix Verdict
53/100 — INCREMENTAL INNOVATOR
Tumeryk is an Incremental Innovator. The scoring concept is distinctive, but market traction and independent validation are thin.
Editorial Note: Claims vs. Verified Findings
Model rankings and the trust score are Tumeryk's own assessments; the methodology was not independently verified.
Sources
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