How to Build Custom GPTs with 100% Accurate Answers
AI Summary
Summary of Video Transcript
Overview
- The video provides a guide on enhancing custom GPTs using Pinecone Assistant for more accurate document-specific answers.
- It explains the shortcomings of current AI applications like ChatGPT in processing specific queries from documents.
- The presenter, Mark, demonstrates how to build a basic app to improve AI responses and includes an automation for updating AI with new documents via Google Drive.
Understanding Document Processing
- Documents are broken down into chunks (sentences, paragraphs, etc.).
- These chunks are vectorized, turning text into numerical representations.
- A map is created with these vectors to help the AI find the best match for a query.
Pinecone Assistant
- Pinecone Assistant is a framework that improves AI’s ability to read and respond to documentation.
- It ensures that responses are grounded in the document’s content or admits when it doesn’t know an answer.
- The assistant references the exact location in the document for its responses.
Demonstrations
- Mark demonstrates using Pinecone Assistant with a TD credit card benefits document, showing precise answers to specific questions.
- He compares the performance of Pinecone Assistant with ChatGPT using a World Economic Forum report, highlighting Pinecone’s superior accuracy.
- The Canadian federal budget document is used to show Pinecone Assistant’s ability to handle large, detailed files.
Building a Custom GPT with Pinecone Assistant
- Mark guides viewers through creating a custom GPT that connects to Pinecone Assistant.
- He provides a code snippet and instructions for setting up the service.
- The custom GPT is tested with specific questions to demonstrate its improved accuracy.
Automation for Updating AI
- An automation is shown that allows users to drag and drop files into Google Drive to update the AI’s knowledge base.
- The automation uses Make (formerly Integromat) to connect Google Drive with Pinecone Assistant.
Final Thoughts
- Mark emphasizes the versatility of the custom GPT and its potential applications across various platforms.
- He encourages viewers to like, subscribe, and comment on the video for support.
Detailed Instructions and URLs
- No specific CLI commands, website URLs, or detailed instructions were provided in the transcript.