Datadog monitors your infrastructure. AgentShield monitors what your AI agents actually decide to do.
Datadog is an enterprise infrastructure monitoring platform with LLM observability as an add-on. AgentShield is purpose-built for AI agent governance, risk scoring, and compliance.
| Feature | Datadog | AgentShield |
|---|---|---|
| Observability | ||
| LLM Call Tracing | ✓ | ✓ |
| Agent Decision Tracing | ✗ | ✓ |
| Span Trees / Waterfall | ✓ | ✓ |
| Infrastructure Monitoring | ✓ | ✗ |
| Risk & Safety | ||
| AI-Powered Risk Analysis | ✗ | ✓ |
| Real-Time Risk Alerts | ~ generic alerts only | ✓ |
| Adversarial Testing Suite | ✗ | ✓ 57+ scenarios |
| Governance | ||
| Human-in-the-Loop Approvals | ✗ | ✓ |
| Compliance Reports (EU AI Act) | ✗ | ✓ |
| Cost Budgets per Agent | ✗ | ✓ |
| Setup & Pricing | ||
| Setup Complexity | Complex agents, configs, dashboards | 3 lines of code |
| Starting Price | $15+/host/mo + add-ons | Free tier, $49/mo starter |
| Plan | Datadog | AgentShield |
|---|---|---|
| Free | Limited trial only | 1 agent, 1K events, keyword risk |
| Starter | $15/host/mo + LLM add-on costs | $49/mo — AI analysis, tracing, approvals |
| Pro | $23/host/mo + add-ons (easily $500+/mo) | $149/mo — compliance, testing, priority |
| Enterprise | Custom (typically $1,000+/mo) | Custom |
Absolutely. Datadog excels at infrastructure monitoring — servers, databases, networks. AgentShield excels at monitoring what your AI agents decide to do. Different layers, complementary visibility.
Use Datadog for your infrastructure. Use AgentShield for your agents.
3 lines of code. Risk analysis, compliance reports, and approval workflows from day one.