--- title: How to create an AI chatbot using one API to access... description: 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... canonical: https://daily.dev/posts/how-to-create-an-ai-chatbot-using-one-api-to-access-multiple-llms-qy3ji9k4i twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: How to create an AI chatbot using one API to access multiple LLMs | daily.dev og:description: 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... og:url: https://daily.dev/posts/how-to-create-an-ai-chatbot-using-one-api-to-access-multiple-llms-qy3ji9k4i og:image: https://api.daily.dev/og/posts/qy3Ji9k4I.png og:image:alt: How to create an AI chatbot using one API to access multiple LLMs og:image:width: 1200 og:image:height: 630 og:locale: 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: --- 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) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"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","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/how-to-create-an-ai-chatbot-using-one-api-to-access-multiple-llms-qy3ji9k4i"},"datePublished":"2024-08-23T18:33:24.570Z","dateModified":"2024-11-07T09:11:45.967Z","description":"Learn to create an AI chatbot app using Replicate and Streamlit, integrating multiple LLMs with a single API call. 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