Architecture overview
Pioneering a new era in conversational AI, Alan AI offers everything you need. Build enterprise-grade AI agents effortlessly using cutting-edge technology and innovative components on the Alan AI Platform.
Alan AI Platform®
Dive into each component to see how Alan AI works
Action Transformer
The core of the Alan AI deployment is the Action Transformer, a compact language model specifically designed for user interaction and request execution planning.
Trained on an extensive custom dataset, the Action Transformer performs a limited set of tasks, including:
- Engaging in user dialogues
- Prompting users for clarification when ambiguity arises
- Exploring diverse data sources and APIs
- Formulating execution plans
- Routing data effectively
- Generating code for API calls and computations
- Generating queries for the SemanticDB
- Collecting results from various sources
- Interacting with the LLM to generate human-readable outputs
SemanticDB
The SemanticDB serves as an external memory for the Action Transformer and the platform components. It employs a hybrid SQL-vector proprietary approach to seamlessly integrate structured, unstructured and semi-structured data, including JSON, PDF and web data.
The SemanticDB is responsible for:
- Efficient sharded data storage
- Management of scalar indexes
- Management of vector embeddings and indexes
- Documents crawling and parsing for constant synchronization with external data sources
- Incorporating the Transformer-based model for handling natural language queries
LLM++
Alan AI’s Language Model (LLM) is a large, state-of-the-art model with a primary focus on formatting data from the Action Transformer.
Trained to process input data in Alan AI’s proprietary format, the LLM excels at generating accurate, user-friendly responses. Its specialized training with provided data minimizes the chance of hallucinations, ensuring accuracy in its outputs.
Controlled language generation
At Alan AI, we utilize controlled language models, paving the way for more intuitive and adaptive interactions. Controlled language models enable Alan AI to understand, respond and engage in human-like conversations with unprecedented accuracy and flexibility.
API integration
Alan AI effortlessly integrates with your databases and SaaS services, streamlining data access and automation. Users can effortlessly retrieve, update or manipulate data within existing systems, empowering businesses to unlock the full potential of their data infrastructure.
Alan AI Studio scripts
Alan AI Studio is a robust web-based IDE enabling businesses to easily design and personalize conversational experiences to meet your business needs.
Alan AI Studio enables dialog developers to:
- Easily integrate with private data sources
- Define dialog logic
- Build, test and maintain conversational experiences
- Design and customize AI agents that resonate with your business brand
- Gain insights into user interactions and identify areas of improvement
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