---
title: "How to create an AI chatbot using one API to access multiple LLMs"
url: https://daily.dev/posts/how-to-create-an-ai-chatbot-using-one-api-to-access-multiple-llms-qy3ji9k4i
source_url: https://blog.streamlit.io/how-to-create-an-ai-chatbot-llm-api-replicate-streamlit/
type: article
source: "Streamlit"
published: 2024-08-23T18:33:24.570Z
updated: 2024-11-07T09:11:45.967Z
tags: ["ai", "machine-learning", "python", "bots"]
reading_time: 8
upvotes: 51
comments: 0
language: en
---

> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# How to create an AI chatbot using one API to access multiple LLMs

**[Streamlit](https://daily.dev/sources/streamlit)** · 8 min read · 51 upvotes · 0 comments

## Summary

Learn to create an AI chatbot app using Replicate and Streamlit, integrating multiple LLMs with a single API call. The post covers basics of Replicate, a platform for deploying and fine-tuning open-source AI models, and Streamlit, a Python framework for building interactive apps. It includes a step-by-step demo for setting up the chatbot app and best practices for using Replicate, such as choosing the right model for the prompt and utilizing webhooks and streaming for performance improvements.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://blog.streamlit.io/how-to-create-an-ai-chatbot-llm-api-replicate-streamlit/>

## Similar posts on daily.dev

- [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 0 upvotes · 0 comments
- [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments
- [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments
- [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments
- [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments

---

Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#bots](https://daily.dev/tags/bots)

[View this post on daily.dev](https://daily.dev/posts/how-to-create-an-ai-chatbot-using-one-api-to-access-multiple-llms-qy3ji9k4i)