Single-Agent Systems
- Task-specific AI agents that browse, extract, write, and submit on your behalf
- Tool-using agents that interact with CRMs, spreadsheets, APIs, and databases
- Document agents that read, summarize, classify, and route files autonomously
- Research agents that gather, synthesize, and deliver structured intelligence reports
Multi-Agent Orchestration
- Supervisor/worker architectures where a coordinator delegates to specialist agents
- Parallel agent pipelines that complete multi-branch tasks simultaneously
- Agent-to-agent communication with shared memory and task handoff
- Self-correcting pipelines where agents review and refine their own outputs
Voice AI Agents
- AI phone agents that handle inbound and outbound calls with natural conversation
- Voice-based appointment booking, lead qualification, and support agents
- GHL AI voice agents integrated into your sales and support pipeline
Retrieval-Augmented Generation (RAG)
- Company knowledge bases built on your internal documents, emails, and wikis
- Semantic and hybrid search pipelines over large document collections
- RAG systems integrated into agent workflows for grounded, factual responses
High Level Examples
- Lead research agent that takes a company name, finds contacts, enriches with Apollo, and drafts a personalized outreach email — fully autonomously
- Customer support agent that reads a ticket, searches the knowledge base, drafts a response, and escalates only when confidence is low
- Competitive intelligence agent that monitors competitor websites weekly and delivers a structured change report every Monday
Agentic Frameworks & Tools
| Tool | Role |
|---|---|
| CrewAI | Multi-agent role-based orchestration |
| Microsoft AutoGen | Conversational multi-agent pipelines |
| LangGraph | Stateful agent graphs with complex routing |
| OpenAI Agents SDK | Tool-use and handoff between OpenAI-based agents |
| LangChain | Agent tooling, chains, memory, retrieval |
| LlamaIndex | Data indexing, RAG, document agents |
| Flowise | Visual no-code/low-code agent builder |
| Dify | Agent and LLM app platform with workflow UI |
| Botpress | Conversational AI for support and sales |
| Vapi | Voice AI agents for phone automation |
| Relevance AI | No-code agent builder for business automation |
| n8n AI Agents | Embedded agents inside automation workflows |
CrewAI
Microsoft AutoGen
LangGraph
OpenAI Agents SDK
LangChain
LlamaIndex
Flowise
Dify
Botpress
Vapi
Relevance AI
n8n AI Agents
Vector Databases: Pinecone, Qdrant, Weaviate, Chroma, Milvus, pgvector (PostgreSQL)
