Harnessing 8 Google’s No-Code and Low-Code Tools for Agentic AI Application Development

In today's fast-paced digital world, the demand for rapid application development has never been higher. Businesses and individuals alike are seeking ways to create powerful applications without the need for extensive coding knowledge. Google ’s no-code and low-code tools, such as Apps Script and AppSheet, are revolutionizing the way we approach application development, making it accessible to everyone.

The adoption of no-code and low-code platforms is skyrocketing. By mid-2025, 70% of new applications developed by organizations are using these technologies, up from less than 25% in 2020 [1]. Additionally, 75% of large enterprises are using at least four low-code development tools for both IT and citizen development initiatives[1]. These tools are not just about speed; they also offer scalability, cost-efficiency, and agility, making them indispensable in today's competitive market.

One compelling example of agentic AI in action is AI-powered scheduling and operations. Companies like Google DeepMind have developed AI agents that autonomously manage complex scheduling tasks, optimizing operations across various departments. These agents can coordinate meetings, allocate resources, and adjust schedules in real-time, significantly reducing the need for human intervention [2]. This level of autonomy and efficiency showcases the transformative potential of agentic AI in modern business environments.

1. Google Apps Script: Automate and Extend Google Workspace

Google Apps Script is a powerful tool that allows users to automate tasks and extend the functionality of Google Workspace applications like Google Sheets, Docs, and Gmail. With Apps Script, you can create custom functions, automate repetitive tasks, and integrate with external APIs, all without needing to write complex code.

Key Features:

• Automation: Streamline workflows by automating routine tasks.
• Customization: Enhance Google Workspace apps with custom functions and add-ons.
• Integration: Connect with external services and APIs to expand capabilities.

2. Google AppSheet: Build Apps Without Coding

AppSheet is Google’s no-code platform that enables users to create mobile and web applications directly from their data sources, such as Google Sheets, Excel, and SQL databases. AppSheet empowers users to design, build, and deploy applications quickly, without writing a single line of code.

Key Features:

• Data-Driven: Create apps from existing data sources.
• Customization: Customize app interfaces and functionalities with intuitive tools.
• Deployment: Deploy apps instantly across multiple platforms.

3. Google Cloud Run: Deploy Containerized Applications

Google Cloud 's Cloud Run is a fully managed compute platform that automatically scales your stateless containers. It allows developers to deploy applications quickly and efficiently, without managing the underlying infrastructure.

Key Features:

• Scalability: Automatically scales applications based on demand.
• Flexibility: Supports any language, library, or binary.
• Integration: Easily integrates with other Google Cloud services.

4. Google AI Studio: Enhance Applications with Artificial Intelligence

Google AI Studio provides a suite of tools and services that enable developers to integrate advanced AI capabilities into their applications. From natural language processing to computer vision, Google AI offers powerful solutions for enhancing agentic applications.

Key Features:

• Machine Learning: Build and deploy machine learning models with ease.
• Natural Language Processing: Integrate language understanding and generation capabilities.
• Computer Vision: Add image and video analysis features to your applications.

5. Google Gemini: Advanced AI Models

Google Gemini offers advanced AI models that can be integrated into applications for enhanced performance and capabilities. These models are designed to handle complex tasks and provide high-quality results.

Key Features:

• High Performance: Utilize state-of-the-art AI models for various tasks.
• Versatility: Apply models to a wide range of applications, from text generation to image recognition.
• Integration: Seamlessly integrate with other Google Cloud services.

6. Google Vertex AI: Unified AI Platform for enterprise level applications

Vertex AI is Google’s unified AI platform that brings together the best of Google Cloud’s AI tools and services. It allows developers to build, deploy, and scale machine learning models efficiently.

Key Features:

• Model Training: Train and tune machine learning models with ease.
• Deployment: Deploy models to production with minimal effort.
• Management: Manage and monitor models throughout their lifecycle.

7. Crew.ai: Collaborative AI Development

Crew.ai is a multi-agent orchestration framework that enables developers to create autonomous AI agents tailored to specific scenarios. It allows for the creation of AI teams where each agent has specific roles, tools, and goals, optimizing for autonomy and collaborative intelligence [3].

Key Features:

• Role-Based Agents: Create specialized agents with defined roles and expertise.
• Flexible Tools: Equip agents with custom tools and APIs.
• Intelligent Collaboration: Agents work together to achieve complex objectives.

8. Autogen: Automated AI Model Generation

Autogen is a framework for simplifying the orchestration, optimization, and automation of workflows for large language model (LLM) applications. It offers customizable and conversable agents that leverage advanced LLM capabilities, integrating with humans and tools to solve tasks efficiently [3].

Key Features:

• Automation: Simplify the creation of complex LLM-based workflows.
• Customization: Design agents with specialized capabilities and roles.
• Efficiency: Reduce the time and effort required to develop AI solutions.

Why Choose No-Code and Low-Code Tools for Agentic AI Applications?

No-code and low-code tools are particularly beneficial for agentic AI applications, which require rapid development and deployment to adapt to changing needs. These tools enable users to:

• Accelerate Development: Reduce the time and effort required to build applications.
• Enhance Collaboration: Allow non-technical team members to contribute to app development.
• Increase Flexibility: Quickly iterate and update applications to meet evolving requirements.

Conclusion

Google’s no-code and low-code tools, including Apps Script, AppSheet, Google Forms, Google Cloud Run, Google AI, Google Gemini, Vertex AI, Crew.ai, and Autogen, are transforming the landscape of application development. By empowering users to create, automate, and deploy applications with ease, these tools are driving innovation and enabling businesses to stay ahead in a competitive market. Whether you’re looking to automate workflows or build custom applications, Google’s solutions offer the flexibility and power you need to bring your ideas to life.

References

[1] 5 Ways Low-Code is Shaping the Future of Innovation

[2] Agentic AI: 8 Use Cases and Real life Examples in 2025 - AIMultiple

[3] 10 Agentic AI Examples & Use Cases In 2025