Retrieval Augmented Generation For Case Studies

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

Get insights from your language data - fast and with no code.

Join 100,000+ individuals and teams who rely on Speak Ai to capture and analyze unstructured language data for valuable insights. Streamline your workflows, unlock new revenue streams and keep doing what you love.

Get a 14-day fully-featured trial. No credit card is required.

1 %+
More Affordable Than Leading Alternatives
1 %+
Transcription Accuracy With High-Quality Audio
1 %+
Increase In Transcription & Analysis Time Savings
1 +
Supported Languages (Introducing More Soon!)

What is a Case Study?

A case study is a research method that involves in-depth analysis of a specific individual, group, or situation. It is commonly used in fields such as psychology, sociology, and business to understand and explain complex phenomena.

Case studies involve collecting and analyzing data from multiple sources, such as interviews, observations, and documents, to provide a detailed and holistic understanding of the case. This method allows researchers to explore the complexities and nuances of real-life situations, providing rich and valuable insights.

The Benefits of Case Study Analysis

For Researchers

As a researcher, conducting case studies can have numerous benefits. These include:

  • In-depth understanding: Case studies allow researchers to delve deep into a particular case and gather detailed information. This can lead to a better understanding of the phenomenon being studied.
  • Insight into complex issues: Case studies are particularly useful for investigating complex and multifaceted issues. By analyzing a specific case, researchers can uncover underlying factors and relationships that may be difficult to identify through other research methods.
  • Real-world application: Case studies often involve real-life situations and can provide practical insights that can be applied in the real world. This can be especially beneficial for researchers in fields such as business and psychology.
  • Generates new hypotheses: By thoroughly examining a case, researchers may come across unexpected findings or patterns that can lead to the development of new hypotheses for further study.

For Marketers

Marketers can also benefit from case study analysis in various ways, including:

  • In-depth understanding of customers: By conducting case studies on their customers, marketers can gain a deeper understanding of their target audience’s needs, preferences, and behaviors. This can inform marketing strategies and improve customer engagement.
  • Validation of product or service: Case studies can also be used as a form of social proof, showcasing how a product or service has benefited a real customer. This can help build trust and credibility with potential customers.
  • Identification of new target markets: Through case study analysis, marketers may uncover potential new markets or niches for their products or services.

For Organizations

Organizations can also reap the benefits of case study analysis, such as:

  • Identification of strengths and weaknesses: By analyzing a case study of their own organization, companies can gain insights into their strengths and weaknesses and work towards improving their overall performance.
  • Learning from others’ experiences: Case studies of other organizations can provide valuable lessons and insights that can be applied to one’s own company.
  • Informing decision-making: Case studies can help organizations make more informed and evidence-based decisions by providing real-world examples and data.
  • Improving problem-solving skills: By studying how other organizations have successfully addressed complex issues, companies can develop and improve their problem-solving skills.

Retrieval Augmented Generation for Case Studies

With the advancement of technology, there are now innovative methods available to enhance case study analysis. One such method is retrieval augmented generation (RAG), which combines natural language processing (NLP) and generative artificial intelligence (AI) to improve the efficiency and effectiveness of case study analysis.

RAG works by first retrieving relevant information from a large database of case studies, using NLP techniques such as keyword extraction and semantic matching. This retrieved information is then used to generate new and relevant insights using generative AI models.

This approach allows researchers, marketers, and organizations to quickly access a vast amount of case study data and generate valuable insights in a fraction of the time it would take using traditional methods. RAG also reduces the risk of bias and human error, as the data retrieval and generation processes are automated.

The Benefits of RAG for Case Study Analysis

Some of the key benefits of using RAG for case study analysis include:

  • Efficiency: With RAG, researchers can quickly retrieve and analyze large amounts of case study data, saving time and effort.
  • Consistency: As the retrieval and generation processes are automated, RAG ensures a consistent approach to case study analysis, reducing the risk of bias and errors.
  • Uncover new insights: RAG can help researchers uncover new and relevant insights that may have been overlooked using traditional methods.
  • Improved accuracy: NLP techniques used in RAG can accurately identify and extract relevant information, leading to more accurate and reliable insights.
  • Enhanced decision-making: By providing a more comprehensive and detailed analysis, RAG can help organizations make more informed and evidence-based decisions.
  • Cost-effective: RAG can be a cost-effective solution for conducting case study analysis, as it eliminates the need for manual data retrieval and generation.

In Conclusion

Case study analysis is a valuable research method that offers numerous benefits for researchers, marketers, and organizations. With the integration of retrieval augmented generation, this method is now even more powerful and efficient, providing a comprehensive and detailed understanding of complex phenomena. As technology continues to advance, it is essential to embrace innovative methods such as RAG to enhance case study analysis and gain valuable insights.

How To Use Speak’s Retrieval Augmented Generation For Case Studies

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 Case Studies

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 Case Studies 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 Case Studies

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 Case Studies.

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 Case Studies

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 Case Studies 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!

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!

Get insights from your language data - fast and with no code.

Join 100,000+ individuals and teams who rely on Speak Ai to capture and analyze unstructured language data for valuable insights. Streamline your workflows, unlock new revenue streams and keep doing what you love.

Get a 14-day fully-featured trial. No credit card is required.

Don’t Miss Out.

Transcribe and analyze your media like never before.

Automatically generate transcripts, captions, insights and reports with intuitive software and APIs.