Comparison · Infrastructure observability
AgentShield vs
Datadog LLM Observability
Datadog is the giant of infra observability. They added LLM tracing as a feature. AgentShield is purpose-built for AI agent governance from day one.
Feature
AgentShield
Datadog LLM Observability
AI agent focus
100%
10% of platform
Pre-execution blocking
Yes
No
Pricing
$49/mo Starter
Per-host enterprise
Time to value
60 seconds
Days
Choose AgentShield when:
- Purpose-built for agents (not bolted onto APM)
- Guardrails first-class, not afterthought
- Affordable: $49/mo vs Datadog's $$$
- EU AI Act compliance native
Choose Datadog LLM Observability when:
- You're already on Datadog and want everything in one pane
- Your team has Datadog license budget
- You're tracing LLMs as part of broader app observability
Try it before deciding.
Run the Stress Test on your agent. 30 seconds. No signup. See if AgentShield fits your stack.