Organizations

Quick Access: Organizations | Connection Pools

Organizations in LangMart enable teams to collaborate on AI model access, share resources, and manage usage centrally.

What are Organizations?

An organization is a workspace where multiple users can work together with shared access to AI models. Organizations provide:

• Shared Model Access: All members can access models configured for the organization
• Centralized Billing: Organizations can fund model usage for their members
• Usage Tracking: Monitor and control how team members use AI models
• Role-Based Permissions: Control who can manage settings, invite members, and view billing

Organization Types

LangMart supports two main organization types based on how they use the platform:

Consumer Organizations

For teams that use AI models together

• Internal teams, departments, or projects
• Members collaborate on shared AI resources
• Focus on consuming AI services
• Typical size: 5-50 members

Examples: Engineering teams, research groups, startup teams

Inference Providers

For organizations that provide AI services to their members

• Cloud providers, enterprise IT, research institutions
• Members are customers/users who consume services
• Focus on providing and managing AI access
• Can scale to hundreds or thousands of members

Examples: GPU cloud providers, university IT departments, enterprise AI platforms

Are you an Inference Provider? See the dedicated Inference Providers Guide for comprehensive setup and management documentation.

Benefits of Organizations

For Teams (Consumer Organizations)

• Simplified Access Management: Add or remove team members without reconfiguring individual accounts
• Cost Control: Set spending limits per member and track usage across the organization
• Shared Resources: Team members inherit access to organization connections and models
• Centralized Administration: Manage all settings from one place

For Individual Users (Joining an Organization)

• Access to More Models: Join organizations that provide access to premium models
• Reduced Costs: Some organizations cover model usage costs for their members
• Instant Access: Many organizations auto-approve join requests
• No Configuration Needed: Organization admins handle setup

For Inference Providers

• Revenue Generation: Monetize GPU infrastructure
• Scalable Management: Handle hundreds of members efficiently
• Flexible Billing: Mix org-pays and member-pays models
• Enterprise Features: SSO, audit logs, compliance tools

Individual vs Team Usage

Individual Usage

When using LangMart individually:

• You manage your own API keys and connections
• You are responsible for your own billing and credits
• Model access is limited to what you configure yourself
• Suitable for personal projects or independent work

Team Usage (Organizations)

When working within an organization:

• Access models that the organization has made available
• Organization may cover usage costs (org-pays models)
• Shared connections reduce configuration overhead
• Usage is tracked and may have spending limits
• Administrators manage access and billing

Organization Model Types

Organization-Funded Models (Org Pays)

• Organization covers the cost of model usage
• Free for members to use
• May have usage limits to control costs
• Ideal for team-wide tools and approved workflows

Member-Funded Models (Member Pays)

• Members pay for their own usage
• Billed to the member's personal credits
• Organization provides access but not payment
• Suitable for optional or experimental models

Quick Comparison

Getting Started

As a Member (Joining an Organization)

1. Browse Organizations: View available organizations on the Organizations page
2. Request to Join: Click on an organization and submit a join request
3. Wait for Approval: Admins will review your request (some organizations auto-approve)
4. Start Using Models: Once approved, access organization models via the API or Chat interface

As an Admin (Creating an Organization)

1. Create Organization: Set up your workspace
2. Add Connections: Configure provider API keys
3. Set Billing Mode: Choose org-pays or member-pays
4. Invite Members: Add your team
5. Monitor Usage: Track consumption and costs

Next Steps

For Organization Members

• Shared Resources - Understanding available models and billing

For Organization Admins

• Creating an Organization - Set up your own organization
• Managing Members - Invite and manage team members
• Shared Resources - Configure shared connections and billing

For Inference Providers

• Inference Providers Guide - Complete provider documentation
• Provider Getting Started - Quick setup guide
• Billing Models - Configure payment options

Quick Access Links