Smart Engine Sales — Multi-Agent Sales Engine

Sales engine with agents specialized per funnel stage: automatic lead qualification, WhatsApp engagement, LangGraph orchestration, and AI-assisted sales pipeline.

Funnel stages

qualification → engagement → follow-up → proposal → closing

Specialized agents

qualifier, attendant, follow-up, closer

Integrated channels

WhatsApp API + internal interface

Challenge

Sales operations lose leads due to slow response and inconsistent follow-up. Manual qualification is expensive and does not scale — teams waste time on out-of-profile leads.

Solution

Specialized agents per stage (qualification, engagement, follow-up, closing) orchestrated via LangGraph, with human supervision at critical decision points and native WhatsApp integration.

Key outcomes

Multi-agent pipeline with LangGraph orchestration implemented
WhatsApp API integration for automated engagement
ICP qualification with rule-based and LLM scoring
Configurable human handoff at closing stages

casesPage.labels.architecture

A solução foi construída sobre uma base técnica resiliente, priorizando performance e escalabilidade. Cada camada foi otimizada para os requisitos específicos do projeto.

Python

LangGraph

FastAPI

Redis

PostgreSQL

WhatsApp Business API

Stack Visualization Active