Zoho Catalyst 3.0 Bridges Gap Between AI-Generated Code and Live Production

With Catalyst 3.0, Zoho focuses on what happens after AI writes the code

Catalyst 3.0 is Zoho's attempt to close that gap by connecting AI coding assistants directly with the cloud infrastructure needed to run an application. Listen to this article in summarized format Listen × Subscribe to Unlock AI Briefing and Premium Content New Year Offer 24 Hours Left Subscribe Now Already a member? Sign In What's Included * Exclusive Stories * Daily ePaper Access * Smart Market Tools * Curated Investment Ideas * Ad-lite Experience * Subscription Zoho on September 2 launched Catalyst 3.0, an agent-ready full-stack cloud development platform aimed at helping developers move applications created with AI coding assistants into production without assembling services from multiple vendors, the company said. AI tools have sharply reduced the time needed to write software, but deployment, security and scaling remain largely manual and fragmented, Anand Nergunam, Global Vice President, Revenue Growth at Zoho, told The Economic Times Digital. "What AI has done is make writing code extremely simple and quick. However, taking that code live can still take months," he said. Catalyst 3.0 is Zoho's attempt to close that gap by connecting AI coding assistants directly with the cloud infrastructure needed to run an application. It supports Claude Code, Codex, Cursor, Copilot, VS Code and JetBrains, according to Nergunam. Also read: SaaS firm Zoho's revenue up by 17.7% YoY, profits slow down The platform uses machine-readable skill files to tell an AI assistant which Catalyst components are available and how they should be used. Once a developer approves the proposed architecture, model context protocol (MCP) integrations can carry out the actions and a command-line interface can handle deployment, the company said. "When a prompt is given without a skill file, the system meets about 35% of the requirements correctly. With the skill files, that can increase to more than 90%," Nergunam said, adding that the files also reduce hallucinations and token consumption. Zoho has open-sourced Catalyst 3.0's skill files, software development kits, command-line interface and Slyte JavaScript framework so developers can check them and help with improvements, the company said. The underlying platform, however, remains proprietary, Nergunam said. He said Catalyst automates several steps, but developers remain in control. They can review the architecture, decide how features such as authentication are set up and approve the deployment. Also read: AI, data centre costs are slowing IT hiring, Zoho founder Sridhar Vembu "Good developers want control. They want to know which components are being used, how those components are configured and whether that is the right architecture," Nergunam said. Nergunam said Zoho is targeting enterprise technology teams, system integrators, independent developers, entrepreneurs and students with Catalyst 3.0. For enterprises, Catalyst can bring applications spread across different vendors onto one platform, he said. It can also move software built by teams outside the central IT department onto centrally managed infrastructure. For system integrators, the platform could reduce the infrastructure and DevOps work needed after coding, allowing the same teams to handle more projects, he added. Catalyst competes with specialised providers of frontend, backend, database and authentication services, as well as public cloud companies, Nergunam said. It brings frontend hosting, authentication, serverless functions, computing and data management onto one platform, he added. Also read: Zoho launches AI-powered Classes 2.0, offers platform free to government schools, colleges and universities in India Applications can run in Zoho's data centres in India, the US and Europe and also use the security systems of Zoho's cloud infrastructure, which supports more than 150 million users, the company said. The company is also using pricing to differentiate the platform. The platform has no per-user fee or charges for moving data out and customers pay only for what they use, Nergunam said. It also offers budget alerts, spending limits, a monthly free tier and Rs 15,000 in credits for six months, the company said. Catalyst 3.0 is free for students using it for educational and non-commercial purposes. They will get access to all its features, rather than a limited version, Nergunam said.

Zoho launches Catalyst 3.0 with Agent Skills, MCP support and AI IDE integrations

Zoho has launched Catalyst 3.0, an agent-ready full-stack cloud development platform for building and deploying applications. The company said the new version is designed to support AI-assisted development and help developers take applications from prompt to production within a single cloud platform. Zoho said over 72% of developers rely on AI every day to write code. Coding is only part of the development process, with developers also needing to provision, connect, and operate underlying cloud infrastructure, often across different platforms. Catalyst 3.0 Catalyst 3.0 is aimed at system integrators and software firms building custom solutions, as well as independent developers moving applications from prototypes to production without managing the underlying infrastructure themselves. AI-native development capabilities Catalyst 3.0 adds several capabilities for working with AI coding assistants: * AI IDE integrations for AI-assisted application development * Agent Skills that allow AI coding assistants to understand Catalyst and generate production-grade code * Model Context Protocol (MCP) support for completing Catalyst actions from a coding assistant * AI-assisted workflows for development tasks * Non-interactive CLI that can execute tasks from start to finish without requiring manual input during execution The Agent Skills are available through the Claude Code and Codex marketplaces. Zoho said the Skills also help optimize token consumption. MCP support allows developers to complete Catalyst actions and requests directly from a coding assistant console instead of using the Catalyst user interface. The platform's orchestration layer connects Agent Skills, CLI, and MCP, with the Skill deterministically routing requests through either the CLI or MCP based on how the task needs to be executed, rather than leaving the choice to the AI model. Zoho said this approach lowers the developer's cognitive load, reduces the risk of incorrect tool selection, and helps produce more reliable, production-ready applications. Open-source ecosystem Zoho has made the Catalyst AI Skills repository open source, allowing developers to inspect and extend the Skills. The company has also open-sourced: * Catalyst SDK * Catalyst CLI * Slyte, a lightweight JavaScript framework Full-stack services and infrastructure Catalyst provides native services for different layers of a full-stack application, including: * Frontend hosting * Serverless functions * Compute * Data management Applications built on Catalyst inherit the security layer of Zoho's cloud infrastructure. Developers can also host solutions in Zoho's India data centres for data-sovereignty requirements. Catalyst is available across data centres in regions including the US and EU for developers building compliance-sensitive applications. The platform also includes integration hooks for Zoho applications. For applications that need AI capabilities, Catalyst offers a few open-source LLM models hosted on Zoho's infrastructure. Pricing and availability Catalyst uses a pay-as-you-go pricing model, with each feature carrying a per-unit cost. Users can view their usage in the Catalyst Console and set budget alerts and spending ceilings. The platform includes: * Monthly free tier for developers * Rs. 15,000 equivalent in free credits for six months for users who want to explore Catalyst beyond the free tier * Free access for students for educational and non-commercial use Speaking on the launch, Anand Nergunam, Global Vice President, Revenue Growth at Zoho, said: Agentic AI coding assistants have transformed how quickly applications are being created, but getting that code deployed and operating in production remains a major hurdle. For every app being built, developers spend a lot of time stitching together separate cloud services and managing infrastructure. We built Catalyst 3.0 to eliminate that friction. By delivering an agent-ready, serverless full-stack platform, we are providing developers and AI agents complete freedom from managing cloud infrastructure. They can build, deploy, and scale applications faster safely, with far less operational overhead. Additionally, to democratise access we are launching a free student tier. By putting Catalyst 3.0 in the hands of student developers, we are freeing them from the burden of traditional development cycles, so they can thrive in a rapidly shifting landscape. Ultimately, our aim is to remove technical friction so they can instantly convert their ideas into tangible outcomes.

Zoho Launches Catalyst 3.0 to Accelerate Apps from AI Prompt to Production

Helping developers build and deploy apps using Agentic AI Coding Assistants with less infrastructure overhead, while making modern application development accessible to students through a free programme Zoho today announced the launch of Catalyst 3.0, the agent-ready full-stack cloud development platform, equipped with all-new capabilities to enhance the AI-native developer experience. Catalyst 3.0 brings enhancements, including AI IDE (Integrated Development Environment) integrations, Agent Skills, MCP support, and AI-assisted workflows, on a single integrated platform to empower developers by fast-tracking the prompt-to-production process. To enhance accessibility and equip future developers with modern tools, the platform is also offering a free student programme, allowing next-gen developers to learn, experiment and deploy applications seamlessly. Over 72% of developers rely on AI everyday to write code. However, coding is only one part of the development process and developers still need to work on provisioning, connecting and operating the underlying cloud infrastructure, often across different platforms. Catalyst 3.0 eliminates this bottleneck by helping developers take an app straight from their Agentic AI coding assistants to production-grade infrastructure without leaving the coding environment. The platform is built for system integrators and software firms building custom solutions, as well as indie developers looking to move from prototype to production without managing infrastructure themselves. "Agentic AI coding assistants have transformed how quickly applications are being created, but getting that code deployed and operating in production remains a major hurdle," said Anand Nergunam, Global Vice President, Revenue Growth at Zoho. "For every app being built, developers spend a lot of time stitching together separate cloud services and managing infrastructure. We built Catalyst 3.0 to eliminate that friction. By delivering an agent-ready, serverless full-stack platform, we are providing developers and AI agents complete freedom from managing cloud infrastructure. They can build, deploy, and scale applications faster safely, with far less operational overhead." Unlike its competitors that charge subscription fee in addition to usage, Catalyst has a straightforward pay-as-you-go pricing model with every feature bearing a per-unit cost. Users have complete visibility over their usage within the Console, and can set budget alerts and ceilings to prevent inflated cloud invoices. "Additionally, to democratise access we are launching a free student tier. By putting Catalyst 3.0 in the hands of student developers, we are freeing them from the burden of traditional development cycles, so they can thrive in a rapidly shifting landscape. Ultimately, our aim is to remove technical friction so they can instantly convert their ideas into tangible outcomes," added Anand Nergunam. AI-Native Development Capabilities and an Open Source Ecosystem Catalyst 3.0 brings several improvements to the platform to make it better equipped to work with any AI coding assistant. To reduce the learning curve for the developers, Zoho has added Agentic AI skills that enable the AI coding assistants to understand the Catalyst platform and enable them to write production-grade code. Furthermore, the skills have also been made available across the Claude Code and Codex marketplaces, making it accessible for developers while helping them optimise token consumption. To further improve the experience of AI-assisted coding sessions, Catalyst has introduced a non-interactive CLI (Command-Line Interface) that can perform tasks from start to finish without prompting the user for manual input during its execution. Additionally, MCP support for Catalyst enables a complete hands-off development process, with developers completing all actions and requests from within a single coding assistant console without the need to perform actions and configurations via the platforms UI console. Orchestration, built into the Skill, ties the three capabilities together. When an AI coding assistant faces a decision about how to execute a request, the Skill routes it deterministically down the CLI or MCP path rather than leaving that choice to the model. This approach lowers the developer's cognitive load, reduces the risk of incorrect tool selection, and helps produce more reliable, production-ready applications. To strengthen developer trust and transparency, Zoho has made the AI skills available as an open-source repository for developers to be able to inspect and further add to. Zoho is also open-sourcing Catalyst's SDK (Software Development Kit), CLI, as well as its lightweight Javascript Framework, Slyte. An Integrated Platform Leveraging Zoho's Secure Infrastructure Catalyst 3.0 offers native services to meet all the requirements of a full-stack application from frontend hosting and serverless functions to compute and data management. With every layer of the stack available in one place, developers can focus on building solutions instead of managing infrastructure, which generally spans across multiple providers. Any application built on Catalyst inherits the security layer of Zoho's cloud infrastructure, and the developers have the option to host solutions in the company's India data centres, respecting data sovereignty. Catalyst has deep integration hooks into Zoho apps. It is available across data centres in regions like US and EU, for developers building compliance-sensitive applications. Catalyst also offers a few open-source LLM models, hosted on Zoho's secure infrastructure, to add AI capabilities to the apps built on the platform. Customer Success: Building with Catalyst Eternia by Hindalco (Aditya Birla Group) Eternia, part of Hindalco, uses multiple Zoho applications across its business. As teams grew, employees needed a unified, contextual view of information across these systems. Using Catalyst, Eternia built an experiential application that brings this data together in a single, productivity-focused experience, eliminating the need to switch between applications. At Eternia, our digital transformation strategy is focused on enabling cross-functional teams with a single source of context across the Zoho applications that power our business. Catalyst provided us with a full-stack platform to deliver this experience end-to-end, eliminating the operational overhead of stitching together infrastructure ourselves. What stood out most was the speed of execution. A single developer was able to take the solution from concept to a fully deployed, production-ready application within a short span of time. For an enterprise operating at our scale, this level of speed and agility does more than save time -- it fundamentally reshapes how we approach building and scaling internal digital solutions going forward," said Aasheesh Agrawal, Lead- Digital & IT, Eternia by Hindalco (Aditya Birla Group). We The Leaders Foundation (Non-profit Organisation) We the Leaders, a citizen leadership movement founded by K Annamalai, has rapidly expanded to nearly 2 million leaders. The organisation built its digital engagement platform on Catalyst by Zoho, using managed authentication, datastore, serverless functions, file storage, and scheduled jobs. By leveraging Catalyst's AI-assisted development capabilities, the organisation went from initial discussions to a full security-audited application across Android, iOS, and the web in just three weeks. The platform serves as the movement's primary channel for engagement across 38 districts. Before we launched We the Leaders as a political movement in early June 2026, we were contemplating on how to manage engagement while we reach a certain scale. We needed a secure platform to organise events, verify leader identities, and gain visibility into activities across the state. Catalyst enabled us to get the platform operational in a few weeks through AI-assisted development, without compromising security. Today, every leader has a verified digital membership identity, every event and post follows an approval workflow, and our administrators have a real-time view of engagement across Tamil Nadu & various parts of the world," Dr. Prabhakaran, Chief Executive Officer, We the Leaders Foundation. System Integrators: Build and Scale Their Own Products on Catalyst "When we built ConfigPilot, and later ActionPilot, we made a deliberate choice to build them on Catalyst rather than stitch together our own infrastructure. Catalyst's agent-ready approach, where an AI agent can write, deploy, and manage the underlying services just as readily as one of our engineers can, helped us get to first release faster. It also enabled us to turn real-time feedback into shipped changes quickly, rather than waiting on a quarterly release cycle. The same holds for ActionPilot: being built on Catalyst means we can keep reshaping how it connects and behaves without re-architecting the platform underneath it every time a customer asks for something new," said Gavin Smith, Founder, Element Technology Services, UK "Working with Catalyst meant our time went into the product our customers actually pay for, not the plumbing underneath it. We built Nibni, our real-estate platform, on Catalyst and sell it to our customers. With MCP, our agents work alongside Catalyst directly instead of us translating for them. For a team our size, that's the difference between shipping a feature this week and shipping it next quarter," said Mostafa Wanas, Founder & Managing Director, Wanas Apps, Middle East.