Two pass,
zero drift,
production code

Most AI code generators are unpredictable, but WaveMaker’s Two Pass Coding System gives you the speed of AI without sacrificing reliability. It first builds intelligent meta model of UI (WaveMaker Markup Language) from design or prompt, and then converts it into clean, framework-ready code.
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Deterministic transpiler

MCP-guided LLM context

Full developer control

FIRST PASS | LLM to markup generation

AI generates app representation from intent in the form of WML. Layouts, components, and design tokens are composed into a structured WML document using LLM that is guided by native MCP for accuracy and consistency.
Developers validate & refine generated apps in Studio that seamlessly switches between visual canvas, prompt, and code editor modes.

SECOND PASS | WML to framework code

A custom, deterministic transpiler converts generated WML into production Angular, React JS or React Native code — no AI involved at this stage. No guesswork. No drift.
CORE ARCHITECTURE
How the Two-Pass engine works
Single-pass AI code gen collapses intent and output into one uncontrolled step — any model drift propagates directly to your codebase. WaveMaker breaks the chain: AI produces an intermediate WML, while a custom deterministic transpiler handles the rest.
DEVELOPER IMPACT
Why two passes change everything
WaveMaker's AI-powered platform generates production-ready code — with the architecture, consistency, and developer control that enterprise teams demand.

Consistent,
zero hallucination 

By separating intent from execution, WaveMaker mitigates model drift and inconsistencies that plague single-pass AI generation. Code remains consistent across iterations.
 

Architecture,
out of the box

Every line of generated code reflects your design system, component library, developer best practices, and enterprise guardrails — automatically woven in, not bolted on afterward by other tools or manually by developers.
 

Developers
at the wheel 

Edit visually, modify markup directly, or write custom code at any point. The platform works with you, not around you.
 

Built for
long term

The meta model architecture makes technology upgrades and future migrations to different JavaScript frameworks straightforward — protecting your investment as the ecosystem evolves.
 

THE META MODEL
Generating real-world app representation
WaveMaker’s app representation model - WaveMaker Markup Language - is derived from hundreds of scalable, robust real-world applications built on the platform. The WML powers complex web and mobile applications that have unique features demanded by customers in BFSI, telecom, healthcare, retail, etc.
WaveMaker Markup Language (WML)
Structured, HTML-like markup language that serves as the universal meta model for Pages, Components, UI elements, events, and design tokens. WML compiles down to your target framework — Angular or React — cleanly and accurately.
Purpose-built MCPs
Local MCP servers give LLMs deep, structured knowledge of WML, component properties, and framework conventions — along with curated examples and best practices.
Rich component library
Out of the box respository of UI components for Angular, React, and React Native handle complex layouts, component interactions, responsive rendering, event handling, API binding, and more.
BUSINESS IMPACT
Beyond UI: Full stack code generation

Client-side logic

After WML generation, AI generates JavaScript for event handling, data validation, and business logic — with MCPs providing component and framework context to keep the output clean and maintainable.

Microservices & APIs

Backend services and APIs are generated in a single AI pass, guided by Platform MCPs that enforce open-standards architecture and ensure the output is production-ready from day one.

Full stack architecture

Embeds well-defined Cloud Native architecture, Spring Boot backend. App stack contains components, design tokens, developer best practices, and technical and business guardrails.
Enterprise-grade agentic app development, without enterprise-grade headaches.
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