Light Chat

Enterprise-Grade AI Hub

Covering Compute Power Scheduling, AI Integration with Enterprise Knowledge, and Agent Development, generating a full-stack solution to meet enterprise AI requirements

Major Challenges for Enterprise AI Adoption

Key challenges hindering enterprise AI value

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Unstable Access

Network fluctuations and service interruptions.

AI capabilities are not reliable enough to support core business processes.

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AI Lacks Business Context

Generic models lack enterprise-specific context.

Vague answers that cannot be put into practice.

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Compute Power Underutilized

Compute investment fails to translate into real productivity.

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High Maintenance Costs

Multi-platform management and repeated integrations make security and compliance hard to ensure.

LightChat: Addressing Each Challenge Head‑On

Stable Connectivity

Model Connectivity Layer
  • check_circleMulti-model integration and automatic routing
  • check_circleEnterprise-grade network and disaster recovery architecture, built for high concurrency and low latency
  • check_circleFully compatible with native API formats, no system refactoring required

Deep Business Understanding

Platform Layer
  • check_circleUnified management of enterprise knowledge bases, enabling AI to continuously learn your enterprise context
  • check_circleCustomizable model behaviors aligned with your business processes and standards
  • check_circleDeep integration with documents, databases, and business systems, proactively pushing critical information

Intelligent Productivity

Application Layer
  • check_circleAgent ecosystem covering research, analysis, reporting, and application development
  • check_circleNo-code creation of AI mini-apps, enabling direct data querying and result generation
  • check_circleLong-running, business-oriented agents rather than one-off conversations

Security and Control

Foundation Layer + Platform Layer
  • check_circleEnd-to-end encryption and access control across the entire stack
  • check_circleMultiple deployment models supported: on-premise, SaaS, and API-based
  • check_circleReal-time, visual traffic monitoring across the entire platform, with full control over compute consumption at all times

Light Chat Architecture

Making AI a reliable infrastructure for enterprises

Application Layer
Light Chat Agent
Platform Layer
Light Chat Enterprise AI Collaboration Platform
Model Connectivity Layer
Light Chat API
Light Chat delivers three core capabilities for enterprises
Stable and Controllable AI AI Connected to Enterprise Knowledge AI-Driven Productivity
01

Light Chat API

Uses a unified interface to aggregate multiple mainstream LLMs, accessible flexibly with a single API key. Multi-route scheduling ensures business continuity, with seamless migration that requires no code refactoring.

✓ Multi-Model Aggregation ✓ Automatic Failover ✓ Seamless Migration ✓ High-Concurrency Assurance ✓ Multi-Model Processing ✓ Traffic Monitoring ✓ Ultra-Reliable Connectivity ✓ Privacy Protection ✓ Automatic Model Routing
Multi-Model Aggregation

All mainstream models calling with a single key

Automatic Failover

Multi-route scheduling to ensure service continuity

High-Concurrency Assurance

Elastic scaling to handle traffic spikes

Automatic Model Routing

Intelligent selection of the optimal model for each request

Privacy Protection

Encrypted data transmission for security and compliance

Traffic Monitoring

Real-time and visualized dashboard of usage and status

api_example.py
from openai import OpenAI

# 仅需修改 BaseURL 与 Key
client = OpenAI(
    base_url="[base_url]/open-api/v1/relay/openai",
    api_key="sk-YourKeyHere123456",
)

response = client.responses.create(
    model="模型名称",
    input="Hello!"
)
02

Light Chat Enterprise AI Collaboration Platform

Builds an enterprise knowledge base to enable AI to answer based on internal information, customizes model behavior, and integrates with existing systems to fully connect AI with your enterprise.

✓ Enterprise AI Knowledge Base ✓ System Integration ✓ Custom Model ✓ User Memory Management ✓ Subscription Account ✓ AI Assistant
Enterprise AI Knowledge Base

Provides precise answers based on internal knowledge

System Integration

Connects with existing systems such as ERP and CRM

Custom Model

Customizes AI behavior and Q&A style

User Memory Management

Manages user preferences remembered by AI to enhance user experience

Subscription Account

AAllows AI to automatically retrieve information from internal enterprise sources and the internet, and deliver scheduled notifications.

AI Assistant

Embeds AI into business scenarios as an intelligent Q&A assistant

03

Light Chat Agent

Features a variety of work-specific AI agents, enabling non-technical staff to complete complex tasks with AI and converting AI compute into productivity.

✓ Intelligent Data Query ✓ Market Research ✓ Contract Review ✓ Mini-App Creation ✓ Desktop Assistant ✓ PPT Generation
Intelligent Data Query

Queries databases in natural language and generates reports in seconds

Market Research

Automatically collects and analyzes industry insights and competitors

Contract Review

Intelligently identifies risky clauses and completes reviews within minutes

Mini-App Creation

Builds enterprise AI mini-tools with zero code

Desktop Assistant

Automates routine operations with AI and frees staff from repetitive work

PPT Generation

Generates professional presentations with one click

Use Scenarios

R&D

Light Chat API
Traditional Model

Frequent switching between coding and debugging wastes a significant amount of time on bug fixing and manual coding.

Light Chat

AI handles code generation and basic validation, allowing developers to focus on system design and architectural decisions

Simultaneous Improvement in Development Efficiency and Code Quality

Contract Review

Light Chat Agent
Traditional Model

Manual contract review is prone to errors and missed risks due to fatigue. - LightChat: AI agents automatically identify clauses, match compliance requirements, and flag risks to minimize mistakes and improve productivity.

Light Chat

AI agents automatically identify clauses, match compliance requirements, and flag risks to minimize mistakes and improve productivity.

Faster Reviews, Fewer Compliance Gaps

Education

AI Collaboration Platform + Light Chat Agent
Traditional Model

University policies are scattered across systems, burdening staff with repetitive inquiries.

Light Chat

A knowledge-powered AI assistant automates information retrieval, rule interpretation, and process guidance, easing staff workload and speeding up responses.

Transforming Computing Power into Sustainable Organizational Service Capabilities

LightChat: Enterprise-Grade AI Infrastructure