--- title: Grounded multi-doc Q&A made simple with AI21 | daily.dev description: AI21's RAG Engine and Contextual Answers TSM simplify the process of building a retrieval augmented generation (RAG) Q&A app by providing a performant and... canonical: https://daily.dev/posts/grounded-multi-doc-q-a-made-simple-with-ai21-5hdwyusbb twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Grounded multi-doc Q&A made simple with AI21 | daily.dev og:description: AI21's RAG Engine and Contextual Answers TSM simplify the process of building a retrieval augmented generation (RAG) Q&A app by providing a performant and... og:url: https://daily.dev/posts/grounded-multi-doc-q-a-made-simple-with-ai21-5hdwyusbb og:image: https://api.daily.dev/og/posts/5HDWYusbb.png og:image:alt: Grounded multi-doc Q&A made simple with AI21 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. # Grounded multi-doc Q&A made simple with AI21 **[Streamlit](https://daily.dev/sources/streamlit)** · 4 min read · 0 upvotes · 0 comments ## Summary AI21's RAG Engine and Contextual Answers TSM simplify the process of building a retrieval augmented generation (RAG) Q&A app by providing a performant and scalable solution. The Contextual Answers TSM offers higher accuracy, increased safety, and lower latency and cost compared to other models. The RAG Engine streamlines the pipeline for efficient document processing and supports scaling as data volume increases. This post provides step-by-step instructions for building a Q&A app powered by AI21. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## 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 · 1 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 --- Tags: [#ai](https://daily.dev/tags/ai), [#qa](https://daily.dev/tags/qa) [View this post on daily.dev](https://daily.dev/posts/grounded-multi-doc-q-a-made-simple-with-ai21-5hdwyusbb) ```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":"Grounded multi-doc Q&A made simple with AI21","url":"https://daily.dev/posts/grounded-multi-doc-q-a-made-simple-with-ai21-5hdwyusbb","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/grounded-multi-doc-q-a-made-simple-with-ai21-5hdwyusbb"},"datePublished":"2024-04-03T17:33:26.342Z","dateModified":"2024-05-09T08:39:06.345Z","description":"AI21's RAG Engine and Contextual Answers TSM simplify the process of building a retrieval augmented generation (RAG) Q&A app by providing a performant and...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5594a2d4df4fec52ce56c192b3f9e924?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5594a2d4df4fec52ce56c192b3f9e924?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Streamlit","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Streamlit","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/57e699f17945462aa42a131ced64a60e","url":"https://daily.dev/sources/streamlit"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/grounded-multi-doc-q-a-made-simple-with-ai21-5hdwyusbb","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,qa","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Streamlit","item":"https://daily.dev/sources/streamlit"},{"@type":"ListItem","position":3,"name":"Grounded multi-doc Q&A made simple with AI21"}]} ```