Addy: How GoML Built an Automated Intelligence Tool for VantagePoint Fund

Addy: How GoML Built an Automated Intelligence Tool for VantagePoint Fund

Business Problem

  • VantagePoint Seed Venture Fund specializes in investing in businesses and supporting founders who build and enable Intelligence-as-a-Service. With a vision to drive AGI adoption across various functions, VantagePoint Fund seeks to automate investment and startup intelligence for early-stage founders and portfolio investors. The goal is to leverage their extensive knowledge base and publicly available data to create a tool that super-serves questions related to scaling AI startups. This tool, named Addy, should be able to utilize existing investment videos, podcasts, and other resources to provide valuable insights through a simple yet interactive interface.

About VantagePoint

VantagePoint Venture Fund is a forward-thinking investor specializing in Intelligence-as-a-Service (IaaS) businesses and the visionary founders who build them. We believe in the transformative power of AI and are committed to driving its adoption across various industries.

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Solution

To address VantagePoint Fund’s requirements, GoML developed a comprehensive MVP of a Generative AI-powered solution leveraging the AWS technology stack and Lyzr SDKs. The solution encompasses the following key features and objectives:

Addy: How GoML Built an Automated Intelligence Tool for VantagePoint Fund
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Architecture

  • Data Integration: Connects to multiple data sources (YouTube, Crunchbase, PitchBook, blogs, and documents) using AWS Lambda and Lyzr-SDK Connector to fetch and preprocess data.
  • RAG Process: Uses a scheduler and AWS Lambda functions to periodically update and retrieve relevant information from the data sources, storing it in Pinecone Vector Store for efficient access.
  • User Interface: Provides a responsive interface with sign-in/sign-up pages and a chatbot canvas, built using React.js and powered by GPT-4 for interactive and intuitive user interactions.
  • Query Processing: User queries are handled by an API Gateway and processed through the Lyzr-SDK Questions and Numerical Insights, utilizing a knowledge base and numerical data to generate accurate responses.
  • Generative AI: Leverages GPT-4 and Lyzr-SDKs to super-serve questions related to scaling AI startups, ensuring responses are contextually relevant and enriched with expert insights.
  • Data Storage and Management: Utilizes AWS services like S3 for data storage, ECS for containerized applications, and a datastore with a knowledge graph for managing relationships and training data, ensuring robust and scalable data management.
Outcomes

0Enhanced Efficiency

Automated investment and startup intelligence streamline information retrieval for early-stage founders and portfolio investors.
Founders can easily access valuable insights and recommendations related to scaling AI startups.

0Competitive Advantage

VantagePoint Fund can offer advanced intelligence tools, positioning itself as a leader in supporting AI startups.
The innovative use of Generative AI provides a cutting-edge solution that enhances decision-making and operational efficiency.

0Scalability and Future Enhancements

The MVP provides a robust foundation for further enhancements and scalability.
The integration of additional data sources and fine-tuning capabilities allows for continuous improvement of the system.

Technology Stack​