Features
Visual bot builder (workflow, chatflow, agent)
Knowledge graph construction, browsing, and exploration
Automatic entity, relation, and triplet extraction from documents
RAG-based knowledge library with document parsing and chunking
Vector indexing and recall testing for RAG quality
Smart Q&A combining knowledge base and graph for traceable answers
Application center with pre-built and customizable apps
Operations dashboard for knowledge assets and usage metrics
Data source integration for MySQL, Oracle, and other structured databases
Unified identity authentication platform (qAuth) integration
Open-source, self-hosted deployment
Enhanced RAG with graph context for explainable AI
Access 100+ data providers for firmographics, technographics, funding
Live intent signals: job changes, funding, hiring, website visits
AI research agents for deep company and competitor analysis
Built-in AI sequencer for multi-channel outreach with warmup
Native email sending with automated warmup
Lead scoring based on propensity to buy
Local business search from Google Maps with import
Enriched LinkedIn posts, company details, and mobile numbers
HTTP API and webhooks for custom integrations
CRM sync with HubSpot and Salesforce (Pro+)
Credit-based system: 1 credit per email, 10 credits per phone
Unlimited users on all paid plans
Web scrapers for custom data extraction
Company Lookalike Finder (Growth+)
ABM (Account-Based Marketing) on Pro+
