Retrieval Augmented Generation For Classification Research: Unlocking Insights with AI
Introduction
Classification research is the process of categorizing and organizing data into distinct groups based on certain criteria. This data can come from a variety of sources, such as surveys, social media, or customer feedback. By organizing this data into categories, researchers can gain valuable insights and make informed decisions.
However, with the increasing amount of data available, traditional methods of classification research may not be as effective. This is where retrieval augmented generation (RAG) comes in. RAG is a cutting-edge technology that combines natural language processing (NLP) and generative AI to enhance the classification research process. In this article, we will explore the benefits of RAG for classification research and how it can revolutionize the way researchers, marketers, and organizations analyze data.
The Benefits of Classification Research
Before we dive into RAG, let’s first understand the benefits of classification research. As a researcher, classification research allows you to organize and analyze large amounts of data quickly and efficiently. This can help you identify patterns, trends, and insights that may have otherwise gone unnoticed. With this information, you can make data-driven decisions and gain a deeper understanding of your target audience.
For marketers, classification research is crucial in understanding their target market and creating effective strategies. By categorizing data, marketers can identify which demographics are most interested in their products or services, what messaging resonates with them, and how to tailor their marketing efforts accordingly.
For organizations, classification research is essential in identifying areas for improvement, assessing customer satisfaction, and making informed business decisions. By organizing data into categories, organizations can identify patterns and trends that can help them optimize their processes, improve customer experience, and stay ahead of the competition.
The Limitations of Traditional Classification Research
While classification research has its merits, traditional methods can be time-consuming and may not always provide accurate results. Manual classification, where data is categorized by hand, can be tedious and prone to human error. This method also becomes increasingly challenging as the volume of data grows. Automated classification, on the other hand, relies on pre-defined rules and can be limited in its ability to handle complex data.
Moreover, traditional methods of classification research may not be able to capture the nuances and complexities of language. For example, a simple keyword-based classification system may miss out on the context of a sentence, resulting in inaccurate categorization.
The Power of Retrieval Augmented Generation
This is where retrieval augmented generation comes in. RAG combines the power of NLP and generative AI to enhance the classification research process. Essentially, it is a two-step process that involves retrieving relevant information and generating new information.
First, RAG retrieves relevant information from a large language model trained on a vast amount of data. This allows it to understand the context of the data and make more accurate categorization decisions. Next, RAG generates new information using the retrieved data, allowing for more comprehensive and nuanced analysis.
In simpler terms, RAG acts as a virtual assistant, helping researchers sort through vast amounts of data and providing them with more accurate and detailed insights.
The Benefits of RAG for Classification Research
RAG offers several benefits for classification research, making it an invaluable tool for researchers, marketers, and organizations.
First and foremost, RAG saves time and effort. By automating the categorization process, researchers no longer have to spend hours manually sorting through data. This allows them to focus on higher-level tasks, such as analyzing insights and making informed decisions.
Secondly, RAG provides more accurate results. By combining NLP and generative AI, RAG can understand the context of data and make more nuanced decisions, resulting in more accurate categorization.
Moreover, RAG can handle complex and diverse data. Unlike traditional methods, RAG can capture the complexities of language, making it suitable for analyzing data from various sources, such as social media, customer feedback, and surveys.
Lastly, RAG can continuously learn and improve. As it is trained on a large language model, RAG can continuously learn and adapt to new data, making it a valuable long-term investment for researchers, marketers, and organizations.
In Conclusion
In today’s data-driven world, classification research is crucial for understanding consumers, making informed decisions, and staying ahead of the competition. However, traditional methods can be time-consuming, prone to errors, and limited in their ability to handle complex data. This is where retrieval augmented generation comes in, combining the power of NLP and generative AI to enhance the classification research process.
With RAG, researchers, marketers, and organizations can save time and effort, get more accurate results, and handle complex data. As RAG continues to evolve and improve, it is set to revolutionize the way we analyze data and unlock valuable insights. So, don’t get left behind – embrace the power of RAG for your classification research needs.
How To Use Speak’s Retrieval Augmented Generation For Classification 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 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 Classification Research
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
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 Classification 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 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 Classification 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 Classification 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 Classification 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 Classification 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 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!