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Retrieval Augmented Generation For Zoom Meetings

Retrieval Augmented Generation For Zoom Meetings

介绍

Zoom Meetings has become an essential tool for businesses, educators, and individuals alike, especially in the wake of the COVID-19 pandemic. It is a video conferencing platform that allows users to connect and collaborate remotely through virtual meetings. With its user-friendly interface and versatile features, Zoom Meetings has revolutionized the way we communicate and work.

But as with any form of communication, it is crucial to analyze and understand the content of Zoom Meetings to make the most out of it. This is where retrieval augmented generation (RAG) comes in. In this blog, we will explore what RAG is and how it can enhance the experience of Zoom Meetings for researchers, marketers, and organizations.

什么是检索增强生成（RAG）？

RAG is a state-of-the-art technique in natural language processing (NLP) that combines retrieval and generation models to produce high-quality, human-like text. In simpler terms, it is an AI-powered tool that can retrieve relevant information from a large dataset and generate new content based on that information.

This technique has been gaining immense popularity in recent years, especially in the field of NLP, due to its ability to produce coherent and contextually relevant text. RAG models are trained on large language models, such as GPT-3, which gives them a vast knowledge base to draw upon when generating text.

The Benefits of Using RAG for Zoom Meetings

As mentioned earlier, RAG is a powerful tool that can enhance the experience of using Zoom Meetings for researchers, marketers, and organizations. Let’s take a closer look at some of the benefits of using RAG for Zoom Meetings.

研究人员

Researchers often have to transcribe and analyze hours of Zoom Meetings to extract valuable insights and data. This can be a time-consuming and tedious process. However, with RAG, researchers can analyze large volumes of Zoom Meeting transcripts in a fraction of the time.

RAG models can extract relevant information from the transcripts and generate summaries, keywords, and important points, making it easier for researchers to analyze and draw conclusions. This not only saves time but also ensures that no important information is missed.

营销人员

Zoom Meetings have become a popular platform for businesses to conduct meetings, webinars, and conferences. Marketers can leverage RAG to analyze the content of these meetings and gain valuable insights into customer preferences, pain points, and feedback.

RAG can also generate summaries of the meetings, which can be used to create marketing materials, such as blog posts, social media posts, and email campaigns. This not only saves time but also ensures that the content is relevant and engaging.

针对组织

Organizations can benefit greatly from using RAG for Zoom Meetings. With the help of RAG, they can analyze the content of their meetings and gain insights into employee performance, customer interactions, and overall meeting effectiveness.

RAG can also help organizations identify any gaps or areas for improvement in their meetings. By generating summaries and important points, RAG can highlight key takeaways and help organizations make informed decisions.

How Speak AI Uses RAG for Zoom Meetings

At Speak AI, we have integrated RAG into our NLP and transcription software to provide our users with a comprehensive analysis of their Zoom Meetings. Our RAG models can extract keywords, generate summaries, and provide sentiment analysis of the meeting content.

Moreover, our software uses data visualization techniques to present the analyzed data in an easy-to-understand format, making it easier for users to draw conclusions and make data-driven decisions.

结论

In conclusion, retrieval augmented generation is a powerful technique that can enhance the experience of using Zoom Meetings for researchers, marketers, and organizations. With its ability to retrieve and generate relevant and coherent text, RAG can save time, provide valuable insights, and improve the overall effectiveness of Zoom Meetings. At Speak AI, we have integrated RAG into our software to provide our users with a comprehensive analysis of their Zoom Meetings. Give it a try and experience the power of RAG for yourself!

相关内容： Retrieval augmented generation for academic textbooks.

How To Use Speak’s Retrieval Augmented Generation For Zoom Meetings

步骤 1：创建您的 Speak 账户

要开始转录和分析，您首先需要 创建 Speak 帐户.不用担心，这非常容易做到！

Get a 7-day trial with free credits for audio and video transcription and analysis included when you sign up for Speak.

要注册 Speak 并开始使用 Speak Magic Prompts 的检索增强生成功能，只需访问以下网址： 在此注册应用程序.

Step 2: Upload Your Zoom Meetings

我们通常推荐 MP4 视频或 MP3 音频。

不过，我们接受各种音频、视频和文本文件类型。

您可以使用 Speak 通过多种方式上传文件以供转录：

接受的音频文件类型

接受的视频文件类型

接受的文本文件类型

CSV 导入

您还可以上传 CSV 文本文件或音频和视频文件。您可以了解有关 CSV 上传和 在此下载与 Speak 兼容的 CSV.

With the CSVs, you can upload anything from dozens of YouTube videos to thousands of Zoom Meetings files.

公开可用的 URL

您还可以通过公开的 URL 将媒体上传到 Speak。

只要 URL 末尾有文件类型扩展名，就可以顺利导入录音，进行自动转录和分析。

YouTube URL

Speak 与 YouTube 视频兼容。您只需复制 YouTube 视频的 URL（例如、 https://www.youtube.com/watch?v=qKfcLcHeivc).

Speak 会自动查找文件、计算长度并导入视频。

如果使用 YouTube 视频，请确保使用完整链接，而不是缩短的 YouTube 视频片段。此外，请确保从 URL 中删除频道名称。

发言集成

如前所述，Speak 还包含一系列集成功能，用于 放大, Zapier、Vimeo 等，帮助你自动转录媒体。

集成库还在不断扩大！有要求吗？请给我们留言。

第 3 步：自动计算和支付总额

Once you have your file(s) ready and load it into Speak, it will automatically calculate the total cost (free credits are included in the 7-day trial – take advantage of them!).

如果您将文本数据上传到 Speak，目前无需支付任何费用。只有 Speak Magic Prompts 分析会产生费用，详情如下。

Once you use your trial credits or need Speak Magic Prompts, you can top up credits (1 credit = US$1) or subscribe to Pro at US$25 per user per month, or US$20 per user per month billed annually. See the 定价页 详情请见下文。.

您还可以 加余额 或在没有计划的情况下使用您的 信用卡.

Step 4: Wait for Speak to Analyze Your Zoom Meetings

如果您上传的是音频和视频，我们的自动转录软件将迅速为您准备好转录稿。 完成后，您将收到一封电子邮件，通知您成绩单已完成。

该电子邮件将包含一个指向文件的链接，这样您就可以访问交互式媒体播放器，该播放器已为您准备好誊本、分析和导出格式。

如果您导入的是 CSV 或上传的是文本文件，Speak 通常会更快地分析信息。

Speak will automatically embed your data in a well-architected vector database which allows you to use retrieval augmented generation for Zoom Meetings.

步骤 5：访问您的文件或文件夹

Speak 既能分析单个文件，也能分析整个文件夹的数据。

在 Speak 中查看任何单个文件时，只需点击 "提示 "按钮即可。

如果要分析多个文件，只需将要分析的文件添加到 Speak 中的文件夹即可。

您可以将新文件添加到 Speak 中，也可以利用软件的简易编辑功能将现有文件整理到所需的文件夹中。

Step 6: Select Speak Magic Prompts To Analyze Your Zoom Meetings

什么是魔法提示？

Speak Magic Prompts 利用人工智能模型的创新，通常被称为 "生成式人工智能"。

这些模型分析了互联网上的大量数据，从而获得对语言的理解。

有了这种理解，这些 "大型语言模型 "就能完成令人费解的任务！

有了 Speak Magic Prompts，您现在可以对 Speak 账户中的音频、视频和文本数据执行这些任务。

检索增强生成功能正是这些神奇提示能够如此有效的原因。.

步骤 7：选择或创建您的助理类型

为了帮助您从 Speak Magic Prompts 中获得更好的效果，Speak 推出了 "助手类型"。

这些助手类型可根据您的需求进行预设，并为提示引擎提供上下文，以实现更简洁、更有意义的输出。

首先，我们将其包括在内：

从下拉菜单中选择最相关的助手类型。

您还可以创建自己的自定义助手模板类型。.

如果您访问新页面 账户偏好设置, 您可以看到，现在有一个区域可以创建您自己的自定义助手。.

这样可以设置引擎的上下文，从而获得更高质量和更一致的输出。.

例如，你可以说：

“我们是[公司名称]。我们正在分析[数据]，以了解如何改进[目标]。我们希望所有回复都简洁明了，并以表格形式呈现。.

这将成为您任何手动或自动魔法提示中可重复使用的模板。.

您可以为不同的使用场景创建多个模板。.

例如，你对焦点小组进行的分析可能与一对一访谈的分析不同。.

步骤 8：创建或选择所需的提示

以下是一些提示示例，您现在就可以将它们应用到任何文件中：

这时会弹出一个模态，您可以使用我们上面分享的建议提示，立即神奇地获得答案。

如果您想创建自己的提示，请从下拉菜单中选择 "自定义提示"，然后会打开另一个文本框，您可以在其中对数据提出任何要求！

步骤 9：审核和分享回复

“语音输入”功能会在提示选择下拉菜单下方的文本框中生成简洁的回复。启用“聊天”功能后，您还可以继续查询这些数据，以获得更多洞察，并根据需要重新格式化信息。.

In this example, we ask to analyze all the Zoom Meetings in the folder at once for the top product dissatisfiers.

您可以轻松复制该回复，用于演示、内容、电子邮件、团队成员等！

Speak Magic Prompts 定价

Our team at Speak AI continues to optimize the pricing for Magic Prompts and Speak as a whole.

现在，凡是参加 Speak 7 天试用版的用户，其账户中都会包含 100,000 个字符。

如果您需要更多字符，您可以在创建订阅时轻松将 "Speak Magic Prompts "纳入计划。

如果您已经订阅，还可以升级账户中的字符数。

这两个选项都可在 订阅页面.

或者，您也可以通过以下方法使用 "说话魔法提示"： 1. 余额 到您的账户。余额将在您分析字符时使用。

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注册后，只需访问我们的 定制计划生成器 并选择所需的媒体数量、团队规模和功能，以获得适合您需求的计划。

不再有死板的计划。随时升级、降级或取消。

申请您的特别优惠 🎁

订阅后，您还将获得为期三个月的免费高级插件！

这意味着您每月最多可节省 $50 美元，总共可节省 $150 美元。

订购计划后，您只需给我们发送一个即时聊天，并从下面的列表中选择您的高级附加组件：

我们将免费在您的账户中启用该插件！

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无论您推荐的客户是付费购买计划、自动转录媒体还是利用专业转录服务，您都可以从所有销售额中获得一定比例的报酬。

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只需使用我们的 Calendly 链接 找到适合您的时间。我们期待与您见面！

From RAG to meeting agents: query your entire Zoom library

Retrieval-augmented generation makes AI answers grounded in your actual meeting data. Speak AI takes this further with AI agents that handle the full pipeline: auto-joining Zoom meetings, transcribing, indexing into a vector-searchable library, and letting you query across every conversation through AI Chat powered by Claude, Gemini, and GPT.

相关内容： Retrieval augmented generation for powerpoint presentations.

Instead of building your own RAG pipeline, your meeting agent handles ingestion, chunking, and retrieval automatically. Every new Zoom meeting is processed and queryable within minutes. Learn about Speak AI agents.

常见问题解答

What is retrieval augmented generation (RAG)?

RAG is an AI technique that retrieves relevant information from a large body of data, then uses a language model to generate an answer grounded in it. The result is more relevant, human-like text.

How can RAG help with Zoom meetings?

It lets you ask questions about what was said across your Zoom meetings and get answers drawn from the actual conversations. That saves you from rewatching recordings or reading long transcripts.

How do I ask questions across my Zoom recordings?

Upload your Zoom recordings to Speak AI, let it transcribe and analyze them, then use AI chat to ask questions across your library. It works with transcripts in 100+ languages.

How do I analyze Zoom meetings with Speak AI?

Create an account, upload your Zoom recordings, and wait for the analysis. Then open the file or folder, choose a Magic Prompt or write your own, and review and share the responses.

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