
AI Agent Development and Deployment Framework

Foundation AI Models

AI Agent Development Framework

Enterprise & Tool Integration

Your Attractive Heading

Cross-Platform Deployment

Enterprise Agentic Framework
TMA has built a no-code AI framework for developing intelligent, agent-driven workflows with autonomous AI agents that understand context, make decisions, and act across systems.


Client Knowledge Base
Leverage TMA Data Platform as the foundation for your enterprise’s knowledge base, ingesting and structuring data from diverse sources.


Multi-Agent Orchestration
Orchestrate multiple AI agents to execute business workflows, combining rule-based automation with autonomous reasoning.


Integration
Open integration capability with Enterprise systems,enabling connectivity across existing IT infrastructure and third-party platforms.


AI Agent Development Process

New Agent Request & Requirements Analysis
New agent request is submitted. Requirements are analyzed to determine business objectives, technical specifications, and integration needs.
Key Activities:
TMA AI Agent Development Factory Utilized:
- AI Agent Development Framework
- Foundation AI Models

Agent Design & Architecture Planning
Leverage TMA’s pre-built agent library and development framework to design agent architecture. Select appropriate foundation models and define integration touchpoints.
Productivity Boost:
TMA AI Agent Development Factory Utilized:
- AI Agent Development Framework
- Foundation AI Models
- Enterprise & Tool Integration

Agent Development & Integration
Build or customize agent using TMA’s comprehensive development tools. Integrate with enterprises, data sources and external systems through pre-configured connectors.
Productivity Boost:
TMA AI Agent Development Factory Utilized:
- AI Agent Development Framework
- Enterprise & Tool Integration
- Foundation AI Models

Sandbox Testing & Validation
Deploy agent in secure sandbox environment for comprehensive testing. Use orchestration engine, mock data to simulate real-world scenarios and validate agent behavior.
Sandbox Environment:
TMA AI Agent Development Factory Utilized:
- Agentic Orchestration & Management Engine
- Cross-Platform Deployment

Production Deployment & Orchestration
Deploy validated agent to production environment using container-based deployment. Configure orchestration rules and integrate with existing agent ecosystem.
Productivity Boost:
TMA AI Agent Development Factory Utilized:
- Cross-Platform Deployment
- Agentic Orchestration & Management Engine

Monitoring, Optimization & Continuous Learning
Monitor agent performance in production, gather analytics, and continuously optimize based on real-world usage patterns and feedback.
Continuous Improvement Cycle:
TMA AI Agent Development Factory Utilized:
- Agentic Orchestration & Management Engine
- Foundation AI Models
- Cross-Platform Deployment
프로젝트 진행 사례
- Document Intelligent Multi-Agent System (DIMS)
- Client Service Agent
- CRM Agent
- Receptionist Agent
- Language Learning Support Agent
- Agentic Vision AI Agent
- Testing Agent
- Patient Intake Assistant
- Note Taker Agent
- Client Order Assistant
- Warehouse Management System (WMS) AI Agent
- Multi-taskers Agent
Description
Document Extraction AI Agent automates the processing of complex paperwork by extracting structured data from contracts, forms, invoices, and medical records. With built-in error detection, system integration, and support for both scanned and digital documents, it streamlines workflows for high-volume, document-heavy organizations.
Functions
Technologies

Description
An AI assistant that responds to client questions in real-time. It learns from your documents, is easy to set up with a drag-and-drop interface, and works seamlessly across your website and social media channels
Functions
Technologies

Description
A CRM application that streamlines the entire customer journey — from initial enquiries and contacts to full customer conversion — enhanced with AI-powered automation flows to improve efficiency, engagement, and decision-making.
Functions
Technologies

Description
Receptionist Agent streamlines corporate front-desk operations with automated visitor check-in, real-time face and voice recognition, and instant interviewee registration with HR notifications. It also supports on-the-spot visitor badge printing for a faster, more professional welcome experience.
Functions
Technologies

Description
An AI-powered language learning platform that develops language skills through a personalized learning journey, context-aware roleplay practice with instant feedback, and an AI tutor acting as a language coach to guide learners at every step. Its interactive dashboard tracks progress, making learning engaging, tailored, and effective for all proficiency levels.
Functions
Technologies

Description
Safety & Security Monitoring AI Agent safeguards factories, warehouses, and logistics hubs with real-time IoT monitoring, AI-driven pattern recognition, and instant alerts for threats or rule violations. It integrates with access control and emergency protocols to ensure a safer, more secure working environment.
Functions
Technologies

Description
This Agent can create test cases from user stories, simulate manual testing steps, and write automation scripts. This Agent can adapt to system changes with self-healing capabilities, reducing the need for constant test maintenance.
Functions
Technologies

Description
This solution simplifies patient check-ins and provides clear guidance. It also integrates with HIS, EMR, and scheduling systems for better coordination.
Functions
Technologies

Description
Note taker agent boosts office productivity by automatically transcribing meetings, highlighting action items, decisions, and deadlines, and recognizing multiple speakers with clear labeling. It seamlessly exports notes to documents or project management tools for easy follow-up and collaboration.
Functions
Technologies

Description
An AI agent chatbot integrated across web and social channels to automate product queries, confirm purchases, and track orders – enhancing the full client journey.
Functions
Technologies

Description
The current Warehouse Management System (WMS) requires warehouse staff and managers to go through multiple steps to retrieve information or complete simple tasks. The AI Agent is designed to streamline these processes by enabling instant searches, delivering real-time reports, and significantly improving operational efficiency. This solution also lays the foundation for predictive analytics and automation in future phases.
Functions
Technologies

Description
Multi-taskers Agent connects homeowners and independent workers through a smart platform for creating, posting, and managing home tasks. With AI-powered matching, secure bidding, and built-in task tracking, scheduling, and ratings, it ensures fast, transparent, and efficient service delivery from start to finish.
Functions
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