Unlike LangSmith (LangChain-only), Helicone (API calls only), or Datadog (generic monitoring), SudoDog is purpose-built for AI agent monitoring across all frameworks:

AI Agent Monitoring Comparison

The Key Difference

LangSmith: Great for LangChain agents, but locks you into one framework.

Helicone: Tracks LLM API calls, but doesn't see what agents actually do (file operations, shell commands, etc.).

Datadog: Generic monitoring that requires complex setup and doesn't understand agent-specific behavior.

SudoDog: Framework-agnostic monitoring built specifically for AI agents. See all agents (LangChain, AutoGPT, CrewAI, custom) in one place with zero code changes.

Example: Custom Image with Dependencies

# Build your agent image with all dependencies
docker build -t my-langchain-agent .

# Run with SudoDog - automatic isolation + monitoring
sudodog run --docker --image my-langchain-agent:latest \
  --cpu-limit 2.0 --memory-limit 1g python agent.py

# SudoDog handles:
# ✅ Container isolation
# ✅ Resource limits
# ✅ Real-time monitoring
# ✅ Pattern detection
# ✅ Audit logging

SudoDog doesn't just isolate—it monitors, protects, and explains what happened.