Datadog 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

SpecialistSpecializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.

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

Attack-led AI security testing and red teaming

SpecialistProvides advanced AI-driven threat detection for cloud networks, but focuses purely on security rather than general application performance monitoring.

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

SpecialistEvaluate, monitor, and govern your AI applications in production

SpecialistThe collaboration layer for AI engineering teams

SpecialistStandardize LLM evaluation, observability, and red teaming across your whole org

SpecialistAI governance, testing, and observability for regulated enterprises

SpecialistFocuses on machine learning and LLM model observability, whereas Datadog primarily targets traditional infrastructure and application performance monitoring.