Top AI agents development company for Your Business

The rapid growth of artificial intelligence has created a rising demand for trusted partners in AI agent development. Businesses need reliable tech partners to automate processes, make better use of data and improve customer experience. In this article, we will explore some of the leading companies in this field.

1. TMA solutions

Extensive experience

Founded in 1997, TMA Solutions is one of the longest-standing technology companies in Vietnam, with headquarters in Ho Chi Minh City. After more than 27 years of operation, the company has expanded to multiple cities in Vietnam and established branches in Canada, the US, Germany, Japan, and Singapore.

Workforce scale

TMA now has over 4,000 technology engineers working in different specialized centers. This strong team allows the company to handle multiple projects simultaneously in various fields, including AI agents development and applications.

Expertise in AI agents

TMA has developed the AI Agent Factory platform, a no-code solution for creating and deploying workflow agents quickly on multiple channels such as websites, social media, and enterprise apps.

The company also invests in research and applies advanced technologies to strengthen AI agent capabilities.

• Model Context Protocol (MCP): Connects agents with external data sources in real time, making it valuable for internal information query agents.
• Smart AI Agents: Provide 24/7 customer service, integrated with CRM and knowledge bases to enhance support, from automated replies to forwarding complex requests to staff when needed.
• Autonomous AI Agents: Operate independently with contextual understanding and self-coordination to complete multiple tasks in sequence. They are applied in enterprise workflows such as order processing, automated checking, and multi-agent collaboration across linked tasks.

AI agent project implementation process

Step 1: Requirement gathering and analysis

TMA begins with in-depth discussions to capture the business’s needs, then analyzes ROI, evaluates technical feasibility, and defines key success criteria.

Step 2: Architecture design and prototyping

The project team designs the agent architecture using available libraries, selects the core models, and identifies key integration points. At the same time, a no-code/low-code interface is used to build quick prototypes, giving businesses a clear view of the solution.

Step 3: Development and system integration

Using an intuitive drag-and-drop tool, agents are developed and connected directly to enterprise data sources (SQL, NoSQL, API). The system can be extended with SDKs and supports modern protocols such as MCP, ensuring flexible integration and scalability.

Step 4: Testing and production deployment

Before launch, agents are tested in a sandbox environment with simulated data to to verify performance, behavior, and security. Once stable, they are deployed to production with container support, auto-scaling, and seamless integration into existing workflows.

Step 5: Continuous monitoring and optimization

After deployment, TMA maintains ongoing monitoring, applying data analytics, feedback loops, and rollback mechanisms to fine-tune performance, ensuring sustainable operation.

Practical experience from projects

TMA has applied AI agents across multiple industries:

• WMS AI Agent: Designed for warehouse operations, this agent helps track inventory, monitor storage locations, check order status, and generate instant reports. It combines ORC, Speech-to-Text, Google Gemini, Python/FastAPI and ReactJS.
• Multi-taskers Agent: Built as a smart platform connecting homeowners with freelancers, this agent supports job posting, bidding, and progress tracking. It integrates Lovable, n8n, Cursor AI, LLMs such as Google Gemini, Ollama, OpenAI Whisper, along with ReactJS/NodeJS and PostgreSQL.
• Client Order Assistant: A versatile multi-channel chatbot that helps customers search for products, place and track orders, and easily integrate with existing systems. It uses a multi-agent framework (ADK, A2A, MCP), AI/LLM models from OpenAI and Google, and a Python/FastAPI backend.

Certifications and awards

TMA’s expertise and contributions have been recognized through several awards:

• Top 10 Software Outsourcing, Fintech, AIoT Enterprises by VINASA.
• Top 10 Digital Technology Companies 2024, highlighting its scale and technology development capacity in Vietnam.
• 2 awards at the Vietnam Smart City Awards 2022 for smart city technology initiatives.

TMA is a Vietnamese software company specializing in developing solutions and AI agents for businesses

2. FPT Software

Extensive experience

Founded in 1999, FPT Software is a member of FPT Corporation, with nearly 80 offices across 30 countries. After more than two decades of growth, the company has become a trusted technology partner of many global enterprises, following the AI-First Company strategy to accelerate digital transformation and improve product quality.

Workforce scale

FPT Software currently has over 30,000 employees. The company also focuses on specialized training in fields such as AI, Data, Cloud, IoT and Security, partnering with international platforms to strengthen team expertise.

Expertise in AI agents

• I2 (Industrial AI): Applies computer vision, sensors, and audio to automatically detect product defects and predict equipment failures.
• IvyChat: A virtual assistant for businesses, integrated into workflows to provide automated responses, data lookup, and insights for operations teams.
• CodeVista: An AI assistant for developers, capable of generating code, explaining, refactoring and detecting errors. It helps shorten development time by up to 60% and speed up sprints by 80%.

3. Rikkeisoft

Extensive experience

Founded in 2012, Rikkeisoft is a Vietnamese information technology company. That has grown steadily for more than a decade. Today, it has expanded its presence to Japan, the US, and other countries. To strengthen its focus on digital transformation, the company established Rikkei AI, dedicated to researching and implementing artificial intelligence solutions.

Workforce scale

Rikkeisoft now has over 2,000 employees across Vietnam, Japan and the US. The team is trained and specialized in areas such as software development, AI, Data, Cloud, and enterprise solutions, serving diverse needs of international clients.

Expertise in AI agents

• Speech Agents: Support Vietnamese multi-dialect speech recognition, natural text-to-speech, wake-word detection, and voice activity detection.
• eKYC & Face Recognition Agents: Provide facial recognition, liveness detection, and digital identity verification to secure user interactions in finance, banking, and e-commerce systems.
• Data Analytics Agents: Deliver data analysis and forecasting models that help businesses generate insights and optimize processes.
• Enterprise Workflow Agents & Internal AI strategy: From June 1, 2025, Rikkeisoft is committed to embedding AI in all operations, developing agents for workflows such as management, operations, and customer support.

4. Orient Software

Extensive experience

Founded in 2005, Orient Software is a Vietnam-based software development company that has completed hundreds of projects for global clients. With nearly 20 years in the industry, Orient has become a reliable technology partner for both local and international businesses.

Workforce scale

The company has more than 350 software engineers and 8 offices in Vietnam, Japan, Norway, Germany, and Singapore, giving it the capacity to manage cross-border projects. The team is well-trained in AI, Machine Learning, Data Analytics, Cloud and IoT, meeting strict requirements on quality and timely delivery.

Expertise in AI agents

• AI Consulting: Provides end-to-end consulting, from data assessment and goal setting to building an AI roadmap, helping businesses plan the right strategy.
• Machine Learning & MLOps: Develops and deploys machine learning models for natural language processing (NLP), computer vision, and predictive analytics. Provides MLOps support to ensure stable lifecycle management.
• Data & AI Solutions: Builds custom AI solutions for enterprises, from intelligent automation to AI systems integrated with existing software, helping improve operations and make better use of data.

5. BHSoft

Extensive experience

Founded in 2014, BHSoft (Bac Ha Software) is a technology company based in Hanoi. Over the past decade, it has worked with more than 60 international clients and delivered over 300 projects. Today, BHSoft focuses on technology innovation, especially in AI, data, and GIS mapping systems, to bring practical solutions for global businesses.

Workforce scale

BHSoft has a team of 100–500 employees. The company invests in training and developing expertise in key areas such as custom software development, web and mobile applications, AI/machine learning, Cloud, and DevOps. It also partners with international platforms to strengthen its specialized team.

Expertise in AI and technology

• AI & Machine Learning: Applied in data analysis, process automation, and building smart solutions for enterprises.
• GIS & Mapping: Experienced in Cesium, GeoServer, OpenLayers, WebGL, and 3D visualization to develop mapping and location systems.
• Software Development: Services range from web and mobile applications to legacy system modernization, using modern frameworks such as ReactJS, Angular, Vue.js, Node.js, .NET, and PHP/Laravel.
• Cloud & DevOps: Deployment on AWS, Azure, and GCP with Docker, CI/CD, and automated testing to shorten development time and maintain product quality.

6. TECHVIFY Software

Extensive experience

Founded in 2018, TECHVIFY Software is a Vietnam-based technology company positioning itself as an End-to-End AI-Powered Digital Transformation Partner. Within just a few years, the company has worked with many international clients and earned trust from leading corporations.

Workforce scale

TECHVIFY has more than 500 software and AI engineers, working in both domestic and overseas centers. Its young and skilled team, combined with international presence, gives the company flexibility to deliver projects across different industries.

Expertise in AI agents

• AI Agent & Chatbot: Enhances business communication, automates customer service, and provides seamless interaction experiences.
• Agentic AI: Builds smart digital assistants capable of handling complex requests, supporting analytics, and improving operations.
• AI Avatar: Creates new ways for businesses to connect with customers through virtual characters, enhancing both experience and brand value.

7. Vegavid Technology

Extensive experience

Founded in 2018, Vegavid Technology is an India-based technology company focusing on digital solutions in Blockchain, Metaverse, AI and enterprise software. After more than 5 years of growth, Vegavid has expanded to the global market, serving clients in the US, Europe, the Middle East and Asia.

Workforce scale

Vegavid has between 200 and 300 employees, most of whom are software engineers and technology specialists. The team is specialized in Blockchain, AI/ML, natural language processing (NLP), computer vision, Big Data, Cloud, and enterprise system development.

Expertise in AI agents

• AI Agent Consulting & Development: Builds custom agents for automation, analytics and business optimization, covering data preparation, architecture design, and system integration.
• Conversational & Task Automation Agents: Develops multilingual chatbots, virtual assistants, and workflow automation agents for logistics, scheduling, and data processing.
• Predictive & Recommendation Agents: Designs agents for demand forecasting, risk assessment, and personalized product or content recommendations to accelerate decision-making.
• Monitoring & Adaptive Agents: Provides agents for system monitoring, anomaly detection, and adaptive learning from new data.

8. NKKTech Global

Extensive experience

Founded in 2018 in Hanoi under the name Nokasoft, NKKTech Global is a globally oriented technology company, focusing on enterprise software and digital solutions in AI, IoT and Blockchain. After more than 7 years of growth, the company has expanded its presence to Singapore.

Workforce scale

NKKTech Global has over 50 employees in Vietnam, along with technology engineers in Singapore and a branch office in Thanh Hoa. The team is specialized in AI/ML, NLP, Computer Vision, Blockchain, IoT, Web & Mobile, and enterprise systems integrated with artificial intelligence.

Expertise in AI agents

• Enterprise Automation & AI Development: Builds custom AI solutions for enterprise automation, integrating machine learning and deep learning into operations to strengthen analytics and decision-making.
• Conversational & NLP Agents: Develops chatbots and intelligent dialogue systems powered by NLP, supporting multilingual communication and enhancing customer experience.
• Predictive & Business Intelligence Agents: Designs big data analytics and forecasting models to generate insights that support business strategy planning.
• Computer Vision & Recognition Agents: Delivers image recognition, OCR, and smart monitoring systems for use cases in manufacturing, logistics and security.

9. How to choose the right AI agent development partner

To ensure AI agents run stably and bring real value, companies need to select the right partner. Here are the essential factors to consider:

1. Relevant industry experience

A partner who understands your industry’s processes, standards, and challenges can design solutions that fit actual needs, save deployment time, and deliver measurable results.

2. Strong technical expertise: AI/ML, LLMs, agent orchestration, system integration, tools/frameworks

AI/ML, LLMs, agent orchestration, and system integration are all core. A partner with expertise in AI/ML, LLMs, orchestration, and system integration can build solutions that are both smart and stable. Without solid technical skills, the system may face errors, scaling issues and business disruptions.

3. Ask for proven case studies with measurable outcomes

Case studies are practical evidence to assess a partner’s capability. A company that only talks about what it can do but has no project records is not reliable. Reliable partners should present successful projects with measurable outcomes, proving they can turn concepts into practical business value.

4. Be sure they have strong practices for security, data privacy, ethical AI, and compliance

AI agents often handle large volumes of sensitive data related to customers, finance or healthcare. Any security gap can lead to data leaks or cyberattacks. In addition, each market has strict regulations such as GDPR in Europe or HIPAA in the US healthcare sector. Violations may result in heavy fines and damage to brand reputation. A partner that follows security standards and legal compliance will help keep AI systems safe, stable, and protect your brand and avoid regulatory risks.

5. Post-launch support: maintenance, updates, retraining, scaling

Deployment is just the starting point; the true value of AI agents lies in continuous maintenance and improvement. AI agents need updates, retraining with new data, and scaling as business needs grow. Without post-launch support, the system risks becoming outdated and unable to meet long-term requirements.

6. Transparency in cost, clear timelines, and realistic expectations

AI projects often require significant resources and budget. Therefore, a reliable partner should be open about costs, timelines and scope of work, while making realistic commitments instead of vague promises. This helps businesses forecast budgets accurately, track progress at each stage, and manage resources more proactively.

This article has introduced the top AI agents development companies for your business, each with its own strengths to help enterprises apply AI in the right way. The key is to choose a partner that matches your goals and long-term vision.

If you are looking for a trusted partner, contact TMA Solutions to bring your AI agent ideas to life. With more than 27 years of growth and its AI Agent Factory platform, TMA Solutions has supported many global partners in large-scale projects.

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