Features
Multi-LLM integration (OpenAI, Azure OpenAI, Anthropic, Google Gemini, Groq, Ollama)
Knowledge base integration (documents, databases, cloud storage, APIs)
Real-time web search in chat
Image understanding using computer vision models
Pre-built agent library and templates
Team and organization management with role-based access
Automated periodic retraining of agents
Deploy agents on Discord, WhatsApp, and websites
Custom branding for agents
Side-by-side LLM model comparison for cost and performance
Context-based behavior configuration
Data import from DOCX, PDF, web pages, GitHub, audio, video
Agent log monitoring and performance analytics
No-code agent builder (Invent) with natural language description
Drag-and-drop multi-agent workflow canvas (Workforce)
Built-in agent evaluation and quality scoring (Evals)
Human-in-the-loop oversight with approval gates
Real-time monitoring dashboard with Timeline view
Role-based access controls (RBAC) and audit logs
PII masking and data residency controls
LLM-agnostic: supports Claude Sonnet, GPT-5.5, Claude Opus 4.7, Gemini 3.5 Flash
Gemini 3.5 Flash with 1M-token context and 64K-token output
100+ pre-built integrations including HubSpot, Gmail, Salesforce, Confluence, Notion
Agent escalation when confidence is low
Scheduling and triggers for automated execution
Confluence Knowledge Sync for auto-updating knowledge bases
MCP access for Member role
Version control and rollback for agents and tools