A3E Environmental — New Flo CRM & AI Assistant

Enterprise AI + CRM

A comprehensive platform for A3 Environmental Consultants combining a full-stack CRM (companies, contacts, projects, proposals) with SparkyBot — a natural-language AI assistant in Google Chat powered by LangChain and a custom MCP server framework. Features Gmail sync pipeline, Stripe payments, and a pioneering MCP implementation with 20+ production tools and zero-downtime deployment.

Impact & Results

20+ production tools covering Google Workspace integration

Zero-downtime capability additions

Client independently extending AI assistant features

Enterprise-ready Google Chat integration with persistent memory

Business Impact

Eliminated hours of daily coordination emails
Automated vehicle reservations with conflict prevention
Client can extend AI without developer help

Technical Architecture

Industry-leading MCP implementation LangChain agent orchestration Claude.md documentation-driven development Dynamic context injection system Google Chat Cards V2 support Comprehensive E2E testing with Playwright

Challenges & Solutions

Challenge 1

Environmental consultants drowning in manual coordination emails

Solution 1

SparkyBot: natural language AI in Google Chat for daily operations

Challenge 2

Vehicle reservations, field schedules, and timesheets managed through spreadsheets

Solution 2

Dynamic MCP server system with runtime tool management

Challenge 3

No centralized system connecting Google Workspace tools

Solution 3

HTTP wrapper transforming stdio MCP to RESTful services

Challenge 4

Client needed to extend AI capabilities without developer involvement

Solution 4

Claude.md workflow enabling client to extend capabilities

Technology Stack

Python Flask SQLModel SQLAlchemy Alembic Celery Redis PostgreSQL LangChain MCP Protocol Google Cloud Google OAuth Gmail API Google Chat Stripe Socket.IO Playwright