Build AI Chat with OpenAI's Assistants API
Blog post from Convex
OpenAI's Assistants API allows developers to build AI chatbots with context retrieval, enhancing user interactions by surpassing the capabilities of standalone models like ChatGPT. The API facilitates the embedding of documents as contextual data for chatbots, enabling them to provide informed responses to user queries. This implementation, used in an AI chatbot for the Convex documentation site, integrates OpenAI's features with a server setup to maintain security and functionality by processing data before it reaches OpenAI. The system updates in real-time, storing user queries and responses in a database, and employs polling to retrieve answers from OpenAI, which are then presented through a user-friendly interface built with React and Tailwind CSS. The API's current limitations, such as its beta status and lack of streaming support, are acknowledged, but its potential for further integration with product databases and custom functions is noted for future enhancements.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| LLM | 5 | 2,630 | 342 | 112 | -8% |
| Vector Search | 5 | 2,310 | 242 | 81 | +35% |
| RAG | 4 | 1,091 | 153 | 52 | +46% |
| Real-time | 3 | 2,503 | 615 | 174 | +0% |
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