Retrieval Augmented Generation For Keywords

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Retrieval Augmented Generation For Keywords

Understanding Keywords

Keywords are an integral part of search engine optimization (SEO) and content marketing. They are specific words or phrases that describe the content of a webpage or website and help search engines understand the purpose and relevance of the content. These keywords are what users type into search engines to find information, products, or services that they are looking for.

In simpler terms, keywords act as a bridge between your content and your target audience. They help your content rank higher on search engines, making it more visible to potential customers. But with the ever-increasing amount of content being produced online, it has become essential to not only use keywords but also understand their context and relevance.

The Benefits of Keyword Analysis

As a researcher, marketer, or organization, conducting a keyword analysis can bring multiple benefits. Let’s take a closer look at how keyword analysis can help you achieve your goals.

For Researchers

For researchers, keyword analysis is a crucial step in understanding the current landscape of a particular topic or industry. By analyzing keywords, researchers can identify popular topics, trends, and gaps in the existing content. This information can then be used to create targeted and relevant content that resonates with their audience and sets them apart from their competitors.

For Marketers

As a marketer, keyword analysis is vital for creating effective marketing campaigns. By understanding the keywords that are relevant to your target audience, you can create content that aligns with their interests and needs. This, in turn, can lead to higher click-through rates, conversions, and ultimately, revenue.

Keyword analysis also helps marketers identify keywords that have high search volume but low competition. By incorporating these keywords into their content, marketers can increase their chances of ranking higher on search engines and reaching a larger audience.

For Organizations

For organizations, keyword analysis is essential for staying ahead of the competition and attracting potential customers. By understanding the keywords that are driving traffic to their competitors’ websites, organizations can tailor their content and marketing strategies to target those keywords and attract their competitors’ audience.

Keyword analysis also helps organizations identify new and emerging keywords that are gaining popularity. By creating content around these keywords, organizations can establish themselves as thought leaders and attract a new audience to their website.

Introducing Retrieval Augmented Generation

With the rise of natural language processing (NLP) and large language models, a new approach to keyword analysis has emerged – retrieval augmented generation. This technique combines the strengths of both traditional keyword analysis and NLP to provide a more comprehensive and accurate understanding of keywords.

Retrieval augmented generation uses NLP models to generate a large set of keywords related to a specific topic or industry. These keywords are then used to retrieve relevant content from search engines, social media, and other online platforms. The retrieved content is then analyzed to understand the context and relevance of the keywords and how they are being used in the content.

This approach not only provides a comprehensive list of keywords but also helps in understanding their context and relevance. This, in turn, allows researchers, marketers, and organizations to create more targeted and relevant content that resonates with their audience.

The Benefits of Retrieval Augmented Generation for Keywords

By using retrieval augmented generation for keyword analysis, researchers, marketers, and organizations can gain the following benefits:

1. More Comprehensive and Accurate Understanding of Keywords

Traditional keyword analysis methods rely on manual keyword research, which can be time-consuming and prone to human error. Retrieval augmented generation, on the other hand, uses advanced NLP models to generate a large set of keywords, providing a more comprehensive understanding of the topic or industry.

2. Improved Relevance and Context

By analyzing the context of keywords, retrieval augmented generation can provide a more accurate understanding of how keywords are being used in content. This helps in creating more relevant and targeted content that resonates with the target audience.

3. Competitive Advantage

With the help of retrieval augmented generation, organizations can gain insights into the keywords that are driving traffic to their competitors’ websites. This allows them to tailor their content and marketing strategies to target those keywords and attract their competitors’ audience.

4. Cost and Time Savings

Retrieval augmented generation automates the keyword analysis process, saving researchers, marketers, and organizations valuable time and resources. This allows them to focus on creating high-quality content and implementing effective marketing strategies.

In Conclusion

Keywords play a crucial role in the success of any online business or content. By conducting thorough keyword analysis, researchers, marketers, and organizations can gain a better understanding of their target audience, create relevant and targeted content, and gain a competitive edge in their industry. And with the emergence of retrieval augmented generation, this process has become more accurate, comprehensive, and efficient than ever before.

How To Use Speak’s Retrieval Augmented Generation For Keywords

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 Keywords

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 Keywords 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 Keywords

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 Keywords.

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 Keywords

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 Keywords 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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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.

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