Features
Visual workflow builder for agent logic
Conversational agent creation (describe to Sim)
Code-based agent development
1,000+ pre-built integrations (Slack, Gmail, Jira, etc.)
Multiple LLM support (OpenAI, Anthropic, Google, DeepSeek, xAI, Cerebras, Groq, Sakana AI)
Semantic knowledge base grounding in user data
Per-run tracing, logs, and cost monitoring
Parallel agent execution and orchestration (Mothership)
Scheduled and webhook-triggered workflows
Custom blocks (deploy workflows as reusable org-scoped blocks)
MCP server and tool deployment
Self-hosting option for Enterprise
REST API for programmatic access
Claude Fable 5 model support (via provider)
Fine-tune open-source LLMs (Llama 3, Mistral, Llama 2)
Automated hyperparameter optimization (Ludwig)
One-click deployment with autoscaling
Low-latency inference endpoints
Model evaluation and version comparison
Custom training data from S3/GCS
LoRA/QLoRA adapter-based fine-tuning
Per-request monitoring and logging
VPC deployment for data privacy
Support for multiple model architectures
