Retrieval Augmented Generation For Debates

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Retrieval Augmented Generation For Debates: Enhancing Analysis and Understanding


Debates have been an integral part of human communication for centuries. From political debates to academic discussions, they serve as a platform for individuals to express their opinions, challenge ideas, and learn from each other. However, with the rise of technology and social media, debates have taken on a new form, reaching a wider audience and often becoming heated and polarizing. As a result, there is a growing need for tools that can help us analyze and understand debates in a more efficient and effective manner.

This is where retrieval augmented generation (RAG) comes in. RAG is a powerful technique that combines natural language processing (NLP), large language models, data visualization, and generative AI to enhance the analysis and understanding of debates. In this article, we will explore the concept of retrieval augmented generation and its benefits for researchers, marketers, and organizations.

The Definition of Debates

Before diving into the benefits of RAG for debates, let’s first define what debates are. A debate is a formal discussion, usually with two or more participants, where each side presents arguments and counterarguments on a particular topic. The goal of a debate is to persuade the audience and ultimately win the argument.

Debates can take place in various settings, such as political campaigns, business meetings, and academic conferences. They can also cover a wide range of topics, from policy issues to philosophical debates. Regardless of the topic or setting, debates are an essential tool for critical thinking, public speaking, and knowledge sharing.

The Benefits of Analyzing Debates

There are numerous benefits of analyzing debates for researchers, marketers, and organizations. Let’s take a closer look at some of these benefits.

For Researchers

Debates offer a rich source of data for researchers in fields such as linguistics, psychology, and political science. By analyzing the language used in debates, researchers can gain insights into how individuals construct arguments and persuade others. They can also study the impact of language on people’s perceptions and beliefs.

Moreover, RAG can help researchers analyze debates on a larger scale and in a more comprehensive manner. By using NLP and large language models, researchers can quickly process and analyze a vast amount of debate data, allowing them to identify patterns and trends that would be difficult to detect manually.

For Marketers

In today’s digital age, debates often take place on social media platforms, making them accessible to a wide audience. For marketers, this presents a valuable opportunity to understand their target audience’s opinions, preferences, and behaviors.

With RAG, marketers can analyze debates in real-time, providing them with up-to-date insights into consumer sentiments and trends. This can help them tailor their marketing strategies and messaging to better resonate with their target audience.

For Organizations

In the business world, debates can be an effective tool for decision-making and problem-solving. By encouraging open discussions and diverse perspectives, organizations can foster a culture of innovation and critical thinking.

Furthermore, RAG can assist organizations in analyzing debates within their industry, allowing them to stay informed about market trends, competitor strategies, and consumer demands. This information can be crucial in making strategic business decisions and staying ahead of the competition.

The Role of Retrieval Augmented Generation

Retrieval augmented generation is a groundbreaking technique that combines the strengths of NLP, large language models, data visualization, and generative AI to enhance the analysis and understanding of debates. Here’s how RAG can help in each step of the debate process.

Pre-debate Preparation

Before a debate takes place, RAG can assist in researching and gathering relevant information on the topic. By utilizing NLP and large language models, RAG can quickly retrieve and summarize key points from various sources, providing debaters with a comprehensive understanding of the topic and potential arguments.

During the Debate

During the debate, RAG can provide real-time analysis of the language used by participants, identifying persuasive techniques and patterns. This can help debaters adjust their arguments and delivery to better engage the audience. RAG can also generate visualizations of the debate, making it easier to follow and understand for both participants and viewers.

Post-debate Analysis

After the debate, RAG can assist in analyzing the language used by both sides and identifying the most persuasive arguments. This information can be beneficial for researchers and organizations in understanding the impact of language on persuasion and decision-making.


In conclusion, retrieval augmented generation is a powerful technique that can greatly enhance the analysis and understanding of debates. With its ability to process large amounts of data, provide real-time analysis, and generate visualizations, RAG is a valuable tool for researchers, marketers, and organizations. By utilizing this technology, we can gain deeper insights into the art of persuasion and improve our communication skills in debates.

How To Use Speak’s Retrieval Augmented Generation For Debates

Step 1: Create Your Speak Account

To start your transcription and analysis, you first need to create a Speak account. No worries, this is super easy to do!

Get a 14-day trial with 30 minutes of free audio and video transcription and analysis included when you sign up for Speak.

To sign up for Speak and start using Speak Magic Prompts with retrieval augmented generation, just visit the Speak app register page here.

Step 2: Upload Your Debates

We typically recommend MP4s for video or MP3s for audio.

However, we accept a range of audio, video and text file types.

You can upload your file for transcription in several ways using Speak:

Accepted Audio File Types

  • MP3
  • M4A
  • WAV
  • OGG
  • WEBM
  • M4P

Accepted Video File Types

  • MP4
  • M4V
  • WMV
  • AVI
  • MOV
  • FLV

Accepted Text File Types

  • TXT
  • Word Doc
  • PDF

CSV Imports

You can also upload CSVs of text files or audio and video files. You can learn more about CSV uploads and download Speak-compatible CSVs here.

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

Publicly Available URLs

You can also upload media to Speak through a publicly available URL.

As long as the file type extension is available at the end of the URL you will have no problem importing your recording for automatic transcription and analysis.

YouTube URLs

Speak is compatible with YouTube videos. All you have to do is copy the URL of the YouTube video (for example,

Speak will automatically find the file, calculate the length, and import the video.

If using YouTube videos, please make sure you use the full link and not the shortened YouTube snippet. Additionally, make sure you remove the channel name from the URL.

Speak Integrations

As mentioned, Speak also contains a range of integrations for Zoom, Zapier, Vimeo and more that will help you automatically transcribe your media.

This library of integrations continues to grow! Have a request? Feel encouraged to send us a message.

Step 3: Calculate and Pay the Total Automatically

Once you have your file(s) ready and load it into Speak, it will automatically calculate the total cost (you get 30 minutes of audio and video free in the 14-day trial – take advantage of it!).

If you are uploading text data into Speak, you do not currently have to pay any cost. Only the Speak Magic Prompts analysis would create a fee which will be detailed below.

Once you go over your 30 minutes or need to use Speak Magic Prompts, you can pay by subscribing to a personalized plan using our real-time calculator.

You can also add a balance or pay for uploads and analysis without a plan using your credit card.

Step 4: Wait for Speak to Analyze Your Debates

If you are uploading audio and video, our automated transcription software will prepare your transcript quickly. Once completed, you will get an email notification that your transcript is complete.

That email will contain a link back to the file so you can access the interactive media player with the transcript, analysis, and export formats ready for you.

If you are importing CSVs or uploading text files Speak will generally analyze the information much more quickly.

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

Step 5: Visit Your File Or Folder

Speak is capable of analyzing both individual files and entire folders of data.

When you are viewing any individual file in Speak, all you have to do is click on the “Prompts” button.

If you want to analyze many files, all you have to do is add the files you want to analyze into a folder within Speak.

You can do that by adding new files into Speak or you can organize your current files into your desired folder with the software’s easy editing functionality.

Step 6: Select Speak Magic Prompts To Analyze Your Debates

What Are Magic Prompts?

Speak Magic Prompts leverage innovation in artificial intelligence models often referred to as “generative AI”.

These models have analyzed huge amounts of data from across the internet to gain an understanding of language.

With that understanding, these “large language models” are capable of performing mind-bending tasks!

With Speak Magic Prompts, you can now perform those tasks on the audio, video and text data in your Speak account.

Retrieval augmented generation is what makes these Magic Prompts work so well.

Step 7: Select or Create Your Assistant Type

To help you get better results from Speak Magic Prompts, Speak has introduced “Assistant Type”.

These assistant types pre-set and provide context to the prompt engine for more concise, meaningful outputs based on your needs.

To begin, we have included:

  • General
  • Researcher
  • Marketer
  • Sales
  • Recruiter

Choose the most relevant assistant type from the dropdown.

You can also create your own custom Assistant Template Type.

If you visit the new page Account Preferences, you can see there is now an area where you can create your own custom Assistant.

This allows you to set the context of the engine for higher quality and more consistent outputs.

For example, you could say:

“We are [COMPANY NAME]. We are analyzing [DATA] to understand how to improve [GOAL]. We want all responses to be concise and in table format.”.

This becomes a reusable template in any of your manual or automated Magic Prompts.

You can create multiple templates for different use cases.

As an example, the analysis you run on a focus group may be different than a one-on-one interview.

Step 8: Create Or Select Your Desired Prompt

Here are some examples prompts that you can apply to any file right now:

  • Create a SWOT Analysis
  • Give me the top action items
  • Create a bullet point list summary
  • Tell me the key issues that were left unresolved
  • Tell me what questions were asked

A modal will pop up so you can use the suggested prompts we shared above to instantly and magically get your answers.

If you have your own prompts you want to create, select “Custom Prompt” from the dropdown and another text box will open where you can ask anything you want of your data!

Step 9: Review & Share Responses

Speak will generate a concise response for you in a text box below the prompt selection dropdown. With Chat enabled, you can also continue to query that data to reveal more insights and reformat the information to your needs.

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

You can easily copy that response for your presentations, content, emails, team members and more!

Speak Magic Prompts Pricing

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

Right now, anyone in the 14-day trial of Speak gets 100,000 characters included in their account.

If you need more characters, you can easily include Speak Magic Prompts in your plan when you create a subscription.

You can also upgrade the number of characters in your account if you already have a subscription.

Both options are available on the subscription page.

Alternatively, you can use Speak Magic Prompts by adding a balance to your account. The balance will be used as you analyze characters.

Completely Personalize Your Plan 📝

Here at Speak, we’ve made it incredibly easy to personalize your subscription.

Once you sign up, just visit our custom plan builder and select the media volume, team size, and features you want to get a plan that fits your needs.

No more rigid plans. Upgrade, downgrade or cancel at any time.

Claim Your Special Offer 🎁

When you subscribe, you will also get a free premium add-on for three months!

That means you save up to $50 USD per month and $150 USD in total.

Once you subscribe to a plan, all you have to do is send us a live chat with your selected premium add-on from the list below:

  • Premium Export Options (Word, CSV & More)
  • Custom Categories & Insights
  • Recorder Customization (Branding, Input & More)
  • Media Player Customization
  • Shareable Media Libraries

We will put the add-on live in your account free of charge!

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Use this link to become an official Speak affiliate.

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