LDX hubLDX hub
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Getting Started
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Getting Started

🚧 This portal is under construction. More APIs coming soon.

Welcome to LDX hub

LDX hub is an API platform built by Kawamura International — a translation company with 40 years of language expertise. What started as a mission to move text across languages has grown into something broader: a platform that transforms language data in any direction, at enterprise scale.

The APIs in this portal are ready-to-use endpoints that wrap the core LDX hub engine. No infrastructure setup required — bring your API key and start processing.


What You Can Do Here

StructFlow

Turn unstructured text into structured data. At scale.

Free-form text — medical records, contracts, reviews, HR notes — is everywhere. StructFlow takes that text, applies your schema and instructions, and returns clean, validated JSON. Fast. In parallel. With output structure guaranteed by Structured Outputs technology.

  • Works with any major AI engine (Claude, Gemini, GPT, Amazon Nova, Grok, and more)
  • Define your output schema from a single sample JSON line
  • Built for batch: drop a JSONL file, get a JSONL file back
  • 5 years of production-hardened parallel processing under the hood

→ Learn more about StructFlow


RefineLoop

Machine translation quality, refined until it converges.

RefineLoop takes MT output in XLIFF format and runs it through an AI review loop — checking for mistranslations, omissions, and additions across three axes. It keeps revising until the AI agrees with itself. That's the convergence.

  • Drops into any existing translation pipeline as a single XLIFF step
  • Compatible with XTM, memoQ, Trados, and other CAT tools
  • Revision history recorded in alt-trans tags — fully auditable
  • Powered by the same parallel processing engine as StructFlow

→ Learn more about RefineLoop


Getting Started

Head to the API Reference to explore available endpoints, request/response formats, and authentication details.

If you need an API key or have questions, contact us.


Credits & Pricing

LDX hub uses a credit-based billing system. Credits are consumed based on the engine you choose and the volume of data processed.

→ Credits & Pricing


Use with AI Assistants (MCP)

LDX hub supports the Model Context Protocol (MCP), allowing you to use StructFlow and RefineLoop directly from AI assistants like Claude Desktop.

→ MCP Setup Guide

Last modified on April 17, 2026
Credits & Pricing
On this page
  • What You Can Do Here
    • StructFlow
    • RefineLoop
  • Getting Started
  • Credits & Pricing
  • Use with AI Assistants (MCP)