Documentation Hub

Technical documentation built for integration and operations

Start with the shortest working path, then go deeper into tool setup, interface differences, caching behavior, token compression, console workflows, and billing details.

Recommended Entry Points

Getting Started

The shortest path to a working request, then the common coding tools most teams deploy first.

Quick Start

Prepare one API key, one model group, and one model name before testing anything else.

Tool Integrations

Match the tool to the request format it actually exposes, not just the model family you want to reach.

Image Generation API

Image generation uses the same LingCoreX API key format as other OpenAI-compatible requests.

Concepts

Understand interface differences, caching, and token compression before production traffic grows.

OpenAI vs Anthropic Interfaces

These are the differences that most often affect tooling, observability, and production behavior.

Caching

Repeated context is expensive when it is re-billed as fresh input every time.

Token Compression

The plugin compresses repeated or low-value prompt surface form before the request reaches the upstream model.

Console Guides

Learn how to manage API keys, groups, QPM, limits, and team workflows in the dashboard.

API Keys & Groups

Use the key creation dialog when you want to bind one key to a specific group and limit policy.

Team Management

Teams introduce shared billing and shared operational control, not just shared visibility.

Team Management API

Only a team owner can create, rotate, or revoke Team Management API keys from the dashboard.

Billing

Understand discounts, settlement, and the operational meaning of common billing and error codes.

Pricing Discounts

Discounts generally come from procurement structure, not from arbitrary marketing labels.

Billing & Error Codes

LingCoreX uses a two-stage billing flow: estimated pre-authorization first, then final settlement after real usage returns.

Examples on these pages are illustrative and should be paired with the actual groups, limits, and pricing visible in your current LingCoreX dashboard.

Need current pricing or the product overview?

Use pricing for the public commercial view, or return to the landing page for the high-level product story.