Arize AI vs Donely

GenAI-native end-to-end QA agent that plans, writes and heals tests in plain language

All-in-one AppSec platform that finds and auto-fixes vulnerabilities

Excels at experiment tracking and model registry workflows, but is less purpose-built for real-time LLM production observability.

AI security platform that finds exposures, proves they're exploitable, and ships the fix

Attack-led AI security testing and red teaming

AI-native offensive security: continuous red teaming, white-box pentests, and PR review

Free / Open-sourceIncludes integrated guardrails and simulation tools, but is less mature for large-scale enterprise production telemetry monitoring.

Free / Open-sourceFeatures strong testing and prompt evaluation tools, though its monitoring interface is less oriented towards massive telemetry streams.

Focuses heavily on prompt management and versioning control, whereas Arize prioritizes end-to-end tracing and ML observability.

Offers comprehensive LLM evaluation and unit testing via DeepEval, but lacks Arize's deep production monitoring infrastructure.

Free / Open-sourceAgent observability, evals and governance for AI platform teams

SpecialistStronger focus on compliance enforcement and AI governance, but less specialized for deep developer tracing workflows.