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EvalGuard vs Datadog LLM Observability. 

Industry-leading monitoring with LLM observability add-onDatadog is the industry-leading infrastructure monitoring platform that recently added LLM observability features.

4
EvalGuard wins
2
Ties
2
Datadog LLM Observability wins

across the 10-row feature matrix · 2 rows unverified, counted for neither side · see “where Datadog LLM Observability leads” below

Competitor data (GitHub stars, downloads, feature counts, funding / acquisition status) verified as of 2026-08-10. EvalGuard's own counts are sourced live from the drift-checked registry.

FeatureEvalGuardDatadog LLM Observability
Attack Plugins300+0
Eval Scorers200+ built-inBuilt-in evals (count not published)
LLM ObservabilityOTLP + MetricsBest-in-class
Infrastructure MonitoringNoBest-in-class
LLM Firewall5-layer, 3.67ms p95 publishedAI Guard — inline, blocks prompts and tool calls; latency not published
Compliance framework mappings50 mapped in-product (EU AI Act, ISO 42001, NIST AI RMF …)Not published
Open SourceApache 2.0 (SDKs + CLI)Platform closed; Agent + tracing libraries Apache-2.0
Self-HostedHelm + DockerNo (SaaS)
PricingFree tier + usage-based$35+/host/month
Red Team TestingFull suiteNot documented

Why choose EvalGuard over Datadog LLM Observability

  • 300+ attack plugins and 100+ red-team strategies with published counts — Datadog documents no offensive testing library
  • Purpose-built for AI evaluation and security rather than an add-on to an APM suite
  • Self-hostable on Docker/Helm with Apache 2.0 SDKs and CLI — the Datadog platform is SaaS-only
  • Free tier — Datadog starts at $35/host/month
  • Firewall latency published and reproducible at 3.67ms p95 (/trust/latency) — AI Guard publishes no comparable figure

Where Datadog LLM Observability leads

  • Datadog has best-in-class infrastructure monitoring
  • Datadog ships AI Guard, an inline runtime guardrail that inspects and blocks prompts and tool calls — this page previously said Datadog had no firewall, which was false
  • Datadog has 27K+ enterprise customers
  • Datadog has deeper APM and log management

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