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Merge pull request #9298 from liamsommer-mx/mx-10-21-upgrade
Upgrade all assets to MX Studio Pro 10.21
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content/en/docs/appstore/use-content/platform-supported-content/modules/aws/amazon-bedrock.md

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To authenticate with Amazon Web Service (AWS), you must install and configure the [AWS Authentication connector version 3.0.0 or higher](https://marketplace.mendix.com/link/component/120333). It is crucial for the Amazon Bedrock connector to function correctly. For more information about installing and configuring the AWS Authentication connector, see [AWS Authentication](/appstore/modules/aws/aws-authentication/).
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You must have the latest [GenAI Commons](/appstore/modules/genai/commons/) version, available in the [GenAI for Mendix](https://marketplace.mendix.com/link/component/227931) bundle. To make integration of generative AI capabilities as easy as possible, the Amazon Bedrock connector depends on the generic domain model and operations provided by the GenAI Commons module.
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You must have the latest [GenAI Commons](https://marketplace.mendix.com/link/component/239448) version. To make integration of generative AI capabilities as easy as possible, the Amazon Bedrock connector depends on the generic domain model and operations provided by the GenAI Commons module.
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To ensure that your app can connect to Bedrock, you must also install and configure the [Encryption module](/appstore/modules/encryption/#configuration).
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content/en/docs/appstore/use-content/platform-supported-content/modules/genai/_index.md

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| Asset | Description | Type | Studio Pro Version |
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|-------------------|---------------------------------------------------|----------------------------------|------------|
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| [AI Bot Starter App](https://marketplace.mendix.com/link/component/227926) | Lets you kick-start the development of enterprise-grade AI chatbot experiences. For example, you can use it to create your own private enterprise-ready ChatGPT-like app. | Starter App | 10.12 |
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| [Blank GenAI App](https://marketplace.mendix.com/link/component/227934) | Start from scratch to create a new application with GenAI capabilities and without any dependencies. | Starter App | 10.12 |
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| [GenAI Showcase App](https://marketplace.mendix.com/link/component/220475) | Understand what you can build with generative AI. Understand how to implement the Mendix Cloud GenAI, OpenAI, and Amazon Bedrock connectors and how to integrate them with the Conversational UI module. |Showcase App | 9.24.2 |
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| [RFP Assistant Starter App / Questionnaire Assistant Starter App](https://marketplace.mendix.com/link/component/235917) | The RFP Assistant Starter App and the Questionnaire Assistant Starter App leverage historical RFPs (or question-answer pairs) and a continuously updated knowledge base to generate and assist in editing responses to RFPs, offering a time-saving alternative to manually finding similar responses and enhancing the knowledge management process. | Starter App | 9.24.2 |
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| [Support Assistant Starter App](https://marketplace.mendix.com/link/component/231035) | Learn how to combine common GenAI patterns, such as function calling and RAG to build your support assistant. Connect it to a model like Anthropic Claude via Mendix Cloud GenAI or Amazon Bedrock or use an (Azure) OpenAI subscription. | Starter App | 10.12 |
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| [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931) |[GenAI Commons](/appstore/modules/genai/commons/): Common capabilities that allow all GenAI connectors to be integrated with the other modules. You can also implement your own connector based on this. | Common Module | 9.24.2 |
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| |[Conversational UI](/appstore/modules/genai/conversational-ui/): Create a Conversational UI for a new or existing app. | UI Module | 9.24.2 |
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| |[Mendix Cloud GenAI Connector](/appstore/modules/genai/MxGenAI/): Connect to Mendix Cloud and utilize Mendix Cloud GenAI resource packs directly within your Mendix application. | Connector Module | 9.24.2 |
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| [OpenAI Connector](/appstore/modules/genai/openai/) | Connect to (Azure) OpenAI. | Connector Module | 9.24.2 |
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| [Amazon Bedrock Connector](/appstore/modules/aws/amazon-bedrock/) | Connect to Amazon Bedrock. Use Retrieve and Generate or Bedrock agents. | Connector Module | 9.24.2 |
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| [PgVector Knowledge Base](/appstore/modules/genai/pgvector/) | Manage and interact with a PostgreSQL *pgvector* Knowledge Base. | Connector Module | 9.24.2 |
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| [Snowflake Showcase App](https://marketplace.mendix.com/link/component/225845) | Learn how to implement the Cortex functionalities in your app. | Showcase App | 10.12 |
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| [AI Bot Starter App](https://marketplace.mendix.com/link/component/227926) | Lets you kick-start the development of enterprise-grade AI chatbot experiences. For example, you can use it to create your own private enterprise-ready ChatGPT-like app. | Starter App | 10.21 |
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| [Blank GenAI App](https://marketplace.mendix.com/link/component/227934) | Start from scratch to create a new application with GenAI capabilities and without any dependencies. | Starter App | 10.21 |
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| [GenAI Showcase App](https://marketplace.mendix.com/link/component/220475) | Understand what you can build with generative AI. Understand how to implement the Mendix Cloud GenAI, OpenAI, and Amazon Bedrock connectors and how to integrate them with the Conversational UI module. |Showcase App | 10.21 |
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| [RFP Assistant Starter App / Questionnaire Assistant Starter App](https://marketplace.mendix.com/link/component/235917) | The RFP Assistant Starter App and the Questionnaire Assistant Starter App leverage historical RFPs (or question-answer pairs) and a continuously updated knowledge base to generate and assist in editing responses to RFPs, offering a time-saving alternative to manually finding similar responses and enhancing the knowledge management process. | Starter App | 10.21 |
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| [Support Assistant Starter App](https://marketplace.mendix.com/link/component/231035) | Learn how to combine common GenAI patterns, such as function calling and RAG to build your support assistant. Connect it to a model like Anthropic Claude via Mendix Cloud GenAI or Amazon Bedrock or use an (Azure) OpenAI subscription. | Starter App | 10.21 |
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| [GenAI Commons](/appstore/modules/genai/commons/) | Common capabilities that allow all GenAI connectors to be integrated with the other modules. You can also implement your own connector based on this. | Common Module | 10.21 |
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| [Conversational UI](/appstore/modules/genai/conversational-ui/) | Create a Conversational UI, manage prompts or monitor token consumption in your app. | UI Module | 10.21 |
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| [Mendix Cloud GenAI Connector](/appstore/modules/genai/MxGenAI/) | Connect to Mendix Cloud and utilize Mendix Cloud GenAI resource packs directly within your Mendix application. | Connector Module | 10.21 |
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| [OpenAI Connector](/appstore/modules/genai/openai/) | Connect to (Azure) OpenAI. | Connector Module | 10.21 |
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| [Amazon Bedrock Connector](/appstore/modules/aws/amazon-bedrock/) | Connect to Amazon Bedrock. Use Retrieve and Generate or Bedrock agents. | Connector Module | 10.21 |
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| [PgVector Knowledge Base](/appstore/modules/genai/pgvector/) | Manage and interact with a PostgreSQL *pgvector* Knowledge Base. | Connector Module | 10.21 |
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| [Snowflake Showcase App](https://marketplace.mendix.com/link/component/225845) | Learn how to implement the Cortex functionalities in your app. | Showcase App | 10.21 |
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Older versions of the marketplace modules and GenAI Showcase App are available in Studio Pro 9.24.2.
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### Available Models {#models}
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| Mendix Cloud GenAI | Anthropic Claude 3.5 Sonnet | Chat Completions | text, image, document | text | Function calling |
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| | Cohere Embed English, Cohere Embed Multilingual | Embeddings | text | embeddings | |
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| Azure / OpenAI | gpt-3.5-turbo | Chat completions | text | text | Function calling |
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| | gpt-4, gpt-4-turbo, gpt-4o, gpt-4o mini | Chat completions | text, image | text | Function calling |
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| | gpt-4, gpt-4-turbo, gpt-4o, gpt-4o mini gpt-4.5-preview | Chat completions | text, image | text | Function calling |
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| | DALL·E 2, DALL·E 3 | Image generation | text | image | |
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| | text-embedding-ada-002, text-embedding-3-small, text-embedding-3-large | Embeddings | text | embeddings| |
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| Amazon Bedrock | Amazon Titan Text G1 - Express, Amazon Titan Text G1 - Lite, Amazon Titan Text G1 - Premier | Chat Completions | text, document (except Titan Premier) | text | |
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| | Amazon Titan Image Generator G1 | Image generation | text | image | |
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| | Amazon Titan Embeddings Text v2 | Embeddings | text | embeddings| |
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| | Anthropic Claude 2.0, Anthropic Claude 2.1| Chat Completions | text, document | text | |
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| | Anthropic Claude 3 Sonnet, Anthropic Claude 3.5 Sonnet, Anthropic Claude 3.5 Sonnet v2, Anthropic Claude 3 Haiku, Anthropic Claude 3 Opus | Chat Completions | text, image, document | text | Function calling |
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| | Anthropic Claude 3 Sonnet, Anthropic Claude 3.5 Sonnet, Anthropic Claude 3.5 Sonnet v2, Anthropic Claude 3 Haiku, Anthropic Claude 3 Opus, Anthropic Claude 3.5 Haiku, Anthropic Claude 3.7 Sonnet | Chat Completions | text, image, document | text | Function calling |
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| | Cohere Command | Chat Completions | text, document | text | |
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| | Cohere Command Light | Chat Completions | text | text | |
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| | Cohere Command R, Cohere Command R+ | Chat Completions | text, document | text | Function calling |
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| | Cohere Embed English, Cohere Embed Multilingual | Embeddings | text | embeddings | |
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| | DeepSeek, DeepSeek-R1 | Text | text | document | |
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| | Meta Llama 2, MetaLlama 3| Chat Completions | text, document | text | |
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| | Meta Llama 3.1| Chat Completions | text, document | text | Function calling |
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| | Mistral AI Instruct | Chat Completions | text. document | text | |

content/en/docs/appstore/use-content/platform-supported-content/modules/genai/how-to/_index.md

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### Additional Resources
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* Basic documentation on [GenAI Concepts](/appstore/modules/genai/get-started/) is an essential resource for anyone beginning their GenAI journey.
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* The [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931) is a bundle containing [GenAI Commons](/appstore/modules/genai/commons/), [Conversational UI](/appstore/modules/genai/conversational-ui/), and the [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/MxGenAI/) offering a comprehensive overview of the technical aspects.
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* The [GenAICommons](/appstore/modules/genai/genai-for-mx/commons/) module as a prerequisite for all GenAI components.
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* The [ConversationalUI](/appstore/modules/genai/conversational-ui-module/conversational-ui/) module that offers UI snippets for chat, token consumption monitoring and prompt management.
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* The [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/mx-cloud-genai/resource-packs/) to learn how to quickly access GenAI capabilities from a Mendix app.
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* The [OpenAI](/appstore/modules/genai/openai/) provides essential information about the OpenAI connector.
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* The [Amazon Bedrock](/appstore/modules/aws/amazon-bedrock/) provides key information about the AWS Bedrock connector.
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* The [PGVector Knowledge Base](/appstore/modules/genai/pgvector/) offers the option for a private knowledge base outside of the LLM infrastructure.
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For any additional feedback, send a message in the #genai-connectors channel on the Mendix Community Slack. You can sign up for the Mendix Community [here](https://mendixcommunity.slack.com/join/shared_invite/zt-270ys3pwi-kgWhJUwWrKMEMuQln4bqrQ#/shared-invite/email).
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For any additional feedback, send a message in the [#genai-connectors](https://mendixcommunity.slack.com/archives/C07P8NRBLN9) channel on the Mendix Community Slack. You can sign up for the Mendix Community [here](https://mendixcommunity.slack.com/join/shared_invite/zt-270ys3pwi-kgWhJUwWrKMEMuQln4bqrQ#/shared-invite/email).
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## Documents in this Category

content/en/docs/appstore/use-content/platform-supported-content/modules/genai/how-to/ground_your_llm_in_data.md

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* Start from scratch: to simplify your first use case, start building from a preconfigured setup [Blank GenAI Starter App](https://marketplace.mendix.com/link/component/227934). For more information, see [Build a Chatbot from Scratch Using the Blank GenAI App](/appstore/modules/genai/how-to/blank-app/).
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* Install the [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931) bundle (version 2.2.0 and above) from the Mendix Marketplace. If you start with the Blank GenAI App, you can skip this installation.
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* Install the [Mendix GenAI Connector](https://marketplace.mendix.com/link/component/239449) and [GenAICommons](https://marketplace.mendix.com/link/component/239448) modules (version 2.2.0 and above) from the Mendix Marketplace. If you start with the Blank GenAI App, you can skip this installation.
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* Set up a Knowledge Base resource within the [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/mx-cloud-genai/resource-packs/).
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### Choosing the Infrastructure
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Since this document focuses on the [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/mx-cloud-genai/resource-packs/), ensure that you have the [Mendix Cloud GenAI Connector](/appstore/modules/genai/mx-cloud-genai/MxGenAI-connector/), which is part of the [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931) bundle on the Marketplace.
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Since this document focuses on the [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/mx-cloud-genai/resource-packs/), ensure that you have the [Mendix Cloud GenAI Connector](https://marketplace.mendix.com/link/component/239449) installed.
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Follow the [Navigate through the Mendix Cloud GenAI Portal](/appstore/modules/genai/mx-cloud-genai/Navigate-MxGenAI/) instructions to collect the resources keys.
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* Create Demo Data and Populate KB: Add the `MyFirstModule.ACT_TicketList_CreateData_InsertIntoKnowledgeBase` which was created in the [Joining the Microflows section](#joining-microflows).
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* Mendix Cloud Configuration: If you started from a Blank GenAI App, the configuration page should already be included. In case you started from your application, add the `MxGenAIConnector.NAV_ConfigurationOverview_Open` microflow.
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* Mendix Cloud Configuration: If you started from a Blank GenAI App, the configuration page should already be included. In case you started from your application, add the `Configuration_Overview` page.
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* Ensure that your admin role has the following module roles assigned: MxGenAIConnector.Administrator, ConversationalUI.User, and MyFirstModule.Administrator.
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content/en/docs/appstore/use-content/platform-supported-content/modules/genai/how-to/integrate_function_calling.md

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* Be on Mendix Studio Pro 10.12.4 or higher.
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* Installation: Install the [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931) bundle from the Mendix marketplace. If you start with the Blank GenAI App, skip this installation.
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* Install the [Mendix GenAI Connector](https://marketplace.mendix.com/link/component/239449) and [GenAICommons](https://marketplace.mendix.com/link/component/239448) modules (version 2.2.0 and above) from the Mendix Marketplace. If you start with the Blank GenAI App, you can skip this installation.
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* Intermediate knowledge of the Mendix platform: Familiarity with Mendix Studio Pro, microflows, and modules.
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Selecting the infrastructure for integrating GenAI into your Mendix application is the first step. Depending on your use case and preferences, you can choose from the following options:
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* [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/MxGenAI/): The Mendix Cloud GenAI Connector is part of the [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931) bundle on the marketplace, allowing you to utilize Mendix Cloud GenAI Resource Packs directly within your Mendix application.
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* [Mendix Cloud GenAI Resource Packs](/appstore/modules/genai/MxGenAI/): The [Mendix Cloud GenAI Connector](https://marketplace.mendix.com/link/component/239449) allows you to utilize Mendix Cloud GenAI Resource Packs directly within your Mendix application.
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* [OpenAI](/appstore/modules/genai/openai/): The [OpenAI Connector](https://marketplace.mendix.com/link/component/220472) supports both OpenAI’s platform and Azure’s OpenAI service.
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content/en/docs/appstore/use-content/platform-supported-content/modules/genai/how-to/start_from_a_starter_app.md

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Selecting the infrastructure for integrating GenAI into your Mendix application is the first step. Depending on your use case and preferences, you can choose from the following options:
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* [Mendix Cloud GenAI Resources Packs](/appstore/modules/genai/MxGenAI/): Part of the [GenAI For Mendix](https://marketplace.mendix.com/link/component/227931), integrates LLMs by dragging and dropping common operations from its toolbox in Studio Pro.
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* [Mendix Cloud GenAI Resources Packs](/appstore/modules/genai/MxGenAI/): The [Mendix Cloud GenAI Connector](https://marketplace.mendix.com/link/component/239449) integrates LLMs by dragging and dropping common operations from its toolbox in Studio Pro.
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* [OpenAI](/appstore/modules/genai/openai/): The [OpenAI Connector](https://marketplace.mendix.com/link/component/220472) supports OpenAI’s platform and Azure’s OpenAI service.
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* [Amazon Bedrock](/appstore/modules/genai/bedrock/): The [Amazon Bedrock Connector](https://marketplace.mendix.com/link/component/215042) allows you to leverage Amazon Bedrock’s fully managed service to integrate foundation models from Amazon and leading AI providers.
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* Your Own Connector: Optionally, if you prefer a custom connector, you can integrate your chosen infrastructure. However, this document focuses on the OpenAI and Bedrock connectors, as they offer comprehensive support and ease of use to get started.
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* Your Own Connector: Optionally, if you prefer a custom connector, you can integrate your chosen infrastructure. However, this document focuses on the platform-supported connectors, as they offer comprehensive support and ease of use to get started.
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### Getting Started
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