Retrieval Augmented Generation For Action Research

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What is Action Research?

Action research is a systematic approach to problem-solving that involves continuous cycles of planning, action, and reflection. It aims to improve understanding and practice by involving individuals or groups in self-reflective processes. This type of research is often used in education, social sciences, and business to address real-world issues and bring about positive change.

The process of action research typically involves identifying a problem or challenge, gathering data, analyzing the data, and implementing changes based on the findings. It is a collaborative process that encourages active participation from all stakeholders, including researchers, practitioners, and those affected by the problem.

Benefits of Action Research

For Researchers

Action research allows researchers to directly engage with real-world problems and gain a deeper understanding of complex issues. It also provides an opportunity for researchers to work closely with practitioners and other stakeholders, leading to more meaningful and impactful results.

Furthermore, the cyclical nature of action research allows for continuous improvement and adaptation, making it a flexible and dynamic approach to problem-solving. This can lead to the development of innovative solutions and the advancement of knowledge in a particular field.

For Marketers

In the field of marketing, action research can provide valuable insights into consumer behavior and preferences. By involving customers in the research process, marketers can gain a better understanding of their needs and wants, leading to more effective and targeted marketing strategies.

Moreover, action research can help marketers identify emerging trends and adapt their tactics accordingly. This can lead to a competitive advantage in the market and drive business growth.

For Organizations

Organizations can benefit greatly from the implementation of action research. By involving all stakeholders in the process, organizations can foster a sense of collaboration and ownership, leading to increased employee engagement and satisfaction.

Action research can also help organizations address pressing issues and improve overall performance. By continuously evaluating and adapting their practices, organizations can become more efficient and effective in achieving their goals.

Retrieval Augmented Generation for Action Research

Retrieval augmented generation (RAG) is a new approach to natural language processing (NLP) that combines the capabilities of large language models with the structured knowledge of a retrieval system. This technique has the potential to revolutionize the way action research is conducted and analyzed.

RAG allows researchers to input a specific problem or question and retrieve relevant information from a large corpus of data. This can save researchers time and effort in collecting and analyzing data, allowing them to focus on the reflective aspects of action research.

In addition, RAG can assist in identifying patterns and connections between different data sets, providing a more comprehensive understanding of the problem at hand. This can lead to more targeted and effective solutions, benefiting all stakeholders involved.

Furthermore, RAG can help researchers visualize their data in a more interactive and dynamic way. This can aid in presenting findings to stakeholders and communicating complex information in a more accessible manner.

Conclusion

In conclusion, action research is a valuable tool for addressing real-world problems and driving positive change. By involving all stakeholders and utilizing innovative techniques such as retrieval augmented generation, researchers, marketers, and organizations can gain a deeper understanding of complex issues and develop effective solutions.

At Speak Ai, we are committed to empowering researchers and organizations with our NLP and transcription software that integrates RAG and other advanced technologies. With our software, you can conduct comprehensive and impactful action research, leading to meaningful results and positive impact. Try Speak Ai today and see the power of retrieval augmented generation for action research.

How To Use Speak’s Retrieval Augmented Generation For Action 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 Action 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
  • 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 Action 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 Action 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 Action 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 Action 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 Action 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?

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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.

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