Retrieval Augmented Generation For Causal Research

Interested in Retrieval Augmented Generation For Causal Research? Check out the dedicated article the Speak Ai team put together on Retrieval Augmented Generation For Causal Research to learn more.

Transcribe, Translate, Analyze & Share

Join 150,000+ incredible people and teams saving 80% and more of their time and money. Rated 4.9 on G2 with transcription, translation and analysis support for 100+ languages and dozens of file formats across audio, video and text.

Get a 7-day fully-featured trial!

More Affordable
1 %+
Transcription Accuracy
1 %+
Time & Cost Savings
1 %+
Supported Languages
1 +

Retrieval Augmented Generation For Causal Research: Unlocking Meaningful Insights with Advanced NLP

Causal research is a powerful research method used to determine cause-and-effect relationships between variables. It involves manipulating one or more variables and observing the effects on other variables, allowing researchers to draw conclusions about the causal relationships between them. This type of research is widely used in various fields, including marketing, social sciences, and healthcare.

As a researcher, marketer, or organization, there are numerous benefits to conducting causal research. In this blog post, we will explore how retrieval augmented generation can enhance causal research and unlock meaningful insights.

The Importance of Causal Research

Causal research is crucial for understanding the impact of specific factors on outcomes. By identifying cause-and-effect relationships, researchers can make informed decisions and recommendations based on solid evidence, rather than just correlations.

For marketers, this type of research can help determine the effectiveness of different marketing strategies and campaigns. By manipulating and measuring variables such as advertising, pricing, or product features, marketers can determine which factors have the most significant impact on consumer behavior and make data-driven decisions.

In the field of social sciences, causal research can provide valuable insights into human behavior, relationships, and societal issues. By identifying the root causes of problems, researchers can develop effective interventions and solutions.

For organizations, causal research can help optimize processes, improve efficiency, and increase profitability. By understanding the cause-and-effect relationships within their operations, organizations can make data-driven decisions that lead to better outcomes and growth.

The Role of Retrieval Augmented Generation in Causal Research

Retrieval augmented generation (RAG) is a cutting-edge natural language processing (NLP) technique that combines the power of large language models with the structured data of a knowledge graph. This powerful combination allows for more advanced analysis and insights than traditional NLP methods.

In the context of causal research, RAG can enhance the analysis process by allowing researchers to generate causal hypotheses and test them against existing data. By leveraging large language models, RAG can generate a vast number of potential causal relationships, which can then be evaluated and tested against the data.

Benefits of Using RAG for Causal Research

There are several benefits to using RAG for causal research:

1. Faster and More Comprehensive Analysis

RAG can analyze a vast amount of data and generate a vast number of causal hypotheses in a fraction of the time it would take a human researcher. This speed and comprehensiveness allow for a more thorough analysis, leading to more accurate and meaningful insights.

2. Uncovering Hidden Relationships

RAG's ability to generate a large number of hypotheses can uncover hidden or unexpected relationships between variables. This can lead to new insights and discoveries that traditional methods may have missed.

3. Improved Accuracy and Reliability

By leveraging large language models, RAG can generate more accurate and reliable causal hypotheses. These hypotheses can then be tested against the data, leading to more robust and trustworthy results.

4. Enhanced Data Visualization

RAG's integration with knowledge graphs allows for more advanced data visualization techniques. This can help researchers better understand and communicate the complex relationships between variables, making it easier to draw meaningful conclusions.

In Conclusion

Causal research is a powerful tool for understanding cause-and-effect relationships and making data-driven decisions. With the integration of retrieval augmented generation, this method can be taken to the next level, unlocking even more valuable insights and driving progress in various fields.

As a researcher, marketer, or organization, incorporating RAG into your causal research can lead to faster, more accurate, and more comprehensive analysis, ultimately leading to better outcomes and growth. At Speak Ai, we are committed to pushing the boundaries of NLP and empowering researchers with advanced tools for data analysis. To learn more about our software and how it can enhance your research, sign up for a trial today.

How To Use Speak's Retrieval Augmented Generation For Causal Research

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 7-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 Causal Research

In Speak, you can seamlessly upload, transcribe, and translate audio, video, and text files all at once! If you have video, you can use our AI video-to-text converter to convert video to text; if you have audio, you can use our AI audio-to-text converter to convert audio to text. You can also transcribe YouTube videos and use AI to analyze text. You can see compatible file types for each option below.

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 Causal Research 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, https://www.youtube.com/watch?v=qKfcLcHeivc).

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 7-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 Causal Research

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 Causal Research.

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 Causal Research

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 Causal Research 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 7-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!

What are you waiting for?

Refer Others & Earn Real Money 💸

If you have friends, peers and followers interested in using our platform, you can earn real monthly money.

You will get paid a percentage of all sales whether the customers you refer to pay for a plan, automatically transcribe media or leverage professional transcription services.

Use this link to become an official Speak affiliate.

Check Out Our Dedicated Resources📚

Book A Free Implementation Session 🤝

It would be an honour to personally jump on an introductory call with you to make sure you are set up for success.

Just use our Calendly link to find a time that works well for you. We look forward to meeting you!

Transcribe, Translate, Analyze & Share

Easily and instantly transcribe your video-to-text with our AI video-to-text converter software. Then automatically analyze your converted video file with leading artificial intelligence through a simple AI chat interface.

Get a 7-day fully-featured trial of Speak! No card required.

Trusted by 150,000+ incredible people and teams

More Affordable
1 %+
Transcription Accuracy
1 %+
Time Savings
1 %+
Supported Languages
1 +
Don’t Miss Out.

Save 80% & more of your time and costs!

Use Speak's powerful AI to transcribe, analyze, automate and produce incredible insights for you and your team.