LLM Integration

Seamlessly integrate powerful language models from leading providers into your Stubber applications for enhanced AI interactions and automation

What is Stubber's LLM Integration?

Stubber's LLM Integration allows you to harness the power of large language models from multiple providers (including OpenAI, Anthropic, Google, Fireworks, and more) directly within your automation workflows and customer interactions — without needing to manage complex prompt engineering, conversation history, or API logistics.

Add advanced AI capabilities to your processes with just a few clicks

Our integration manages all the complexities of working with LLMs, from storing conversation history and handling context windows to adding required system messages and managing multimedia inputs. This lets you focus on creating valuable user experiences rather than wrestling with implementation details.

Key Capabilities

Stubber's LLM integration offers a comprehensive suite of features to enhance your AI-powered solutions:

Multi-Modal Conversations

Handle text, voice notes, and images within the same conversation thread, automatically managing conversational context.

Function/Tool Calling

Enable LLMs to trigger specific actions in your Stubber processes and receive results to continue conversations.

Conversation Management

Automatic handling of message history, ensuring context is preserved throughout interactions.

Multi-Provider Support

Connect to OpenAI, Anthropic, Google, Fireworks, and more through a unified interface.

System Prompt Management

Easily configure and manage system prompts that control LLM behavior and knowledge.

No API Management

Access powerful LLMs without managing individual API integrations or provider accounts.

How It Works

Stubber's LLM integration acts as an intelligent middleware layer between your processes and various LLM providers:

Configure Provider Access - Choose which LLM providers and models you want to use in your Stubber process
Design Conversations - Set up system prompts, available functions, and conversation parameters.
Engage Users - Let users interact with the LLM through text, voice, or images within your processes and our omni-channel communication systems.
Execute Functions - When the LLM decides to call a function, Stubber executes the specified action in your process.
Manage Context - Stubber automatically handles conversation history and context management for each unique conversation.

Example Use Cases

Create intelligent customer service agents that understand user intent and trigger appropriate actions.
Develop guided process assistants that walk users through complex forms and workflows.
Build sales advisors that can recommend products based on customer descriptions and images.
Develop knowledge base assistants that answer questions and retrieve relevant information.
Deploy monitoring agents that can interpret complex system alerts and recommend appropriate actions.
Create website chat support agents that help visitors navigate products and services.

Key Benefits

Zero API Management – No need to obtain, store, or manage API keys from LLM providers.
Complete Conversation Management – We handle message history, threading, and context window optimization for you.
Provider Flexibility – Switch between providers or use multiple models without changing your processes.
Reduced Development Time – Skip the complex engineering required for proper LLM integration.
Enhanced Capabilities – Add voice and image understanding to text-based conversational flows.
Process Automation – Let AI determine when and how to execute process actions based on user needs.

Harness the full potential of modern AI with zero implementation headaches

With Stubber's LLM integration, you can build sophisticated AI-powered interactions that feel natural to users while maintaining complete control over how and when AI capabilities are used in your processes — all without the complexity of managing API providers, keys, or conversation history yourself.