Retrieval Augmented Generation For Vimeo Videos

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Understanding Vimeo Videos: A Brief Overview

Vimeo is a popular video-sharing platform that has gained a significant following among creators, businesses, and organizations. With over 175 million users worldwide, Vimeo offers a diverse range of video content, from short films to documentaries, music videos, and more.

As a researcher, marketer, or organization, analyzing Vimeo videos can provide valuable insights into audience behavior, trends, and preferences. This is where retrieval augmented generation (RAG) comes into play, offering a new and innovative way to analyze Vimeo videos and generate meaningful content. In this blog, we’ll explore the concept of RAG for Vimeo videos and its benefits for researchers, marketers, and organizations.

What is Retrieval Augmented Generation (RAG)?

Retrieval augmented generation (RAG) is a combination of two powerful techniques โ€“ retrieval-based and generation-based natural language processing (NLP). This approach leverages the strengths of both techniques to analyze and generate natural language text.

In simpler terms, RAG uses large language models, like GPT-3, to generate text based on a given prompt or query. This generated text is then refined and improved using retrieval-based methods, where relevant information is retrieved from a large corpus of existing text. The end result is a more accurate and natural-sounding text output, making it a valuable tool for analyzing and generating content.

The Benefits of Analyzing Vimeo Videos with RAG

As a Researcher

For researchers, Vimeo videos provide a wealth of data that can be analyzed to gain insights into audience behavior and preferences. With RAG, researchers can analyze large amounts of video content and extract key information, such as topics, trends, and sentiment. This can help researchers identify patterns and make informed conclusions, leading to more accurate and reliable research outcomes.

As a Marketer

For marketers, Vimeo videos offer a unique opportunity to connect with audiences and promote products or services. With RAG, marketers can analyze video content and generate engaging and relevant text, such as social media posts, marketing copy, and more. This can help marketers better understand their target audience and create highly effective and personalized marketing campaigns.

As an Organization

For organizations, Vimeo videos can be a valuable source of information and insight. With RAG, organizations can analyze video content to identify key themes, trends, and sentiment related to their brand or industry. This can help organizations make informed decisions, improve their products or services, and better understand their customers.

How RAG is Revolutionizing Vimeo Video Analysis

Traditionally, analyzing large amounts of video content has been a time-consuming and labor-intensive process. However, with RAG, this task becomes much more efficient and accurate.

Using large language models, RAG can quickly generate text based on a given query or prompt. This generated text can then be refined and improved using retrieval-based methods, such as keyword searches or topic modeling. The end result is a more comprehensive and accurate analysis of Vimeo videos.

Incorporating RAG into Speak Ai’s NLP and Transcription Software

At Speak Ai, we have integrated RAG into our NLP and transcription software, making it easier for researchers, marketers, and organizations to analyze and generate text from Vimeo videos. Our software offers a user-friendly interface and powerful data visualization tools, making it easy to understand and interpret the results.

With Speak Ai’s NLP and transcription software, users can simply upload Vimeo videos or enter a video URL to begin the analysis process. The software then uses RAG to generate text and presents the results in an easy-to-navigate dashboard. Users can explore topics, sentiment, and more, and even export the data for further analysis.

Conclusion

In conclusion, retrieval augmented generation (RAG) is a game-changing approach to analyzing Vimeo videos. It offers researchers, marketers, and organizations a powerful tool to gain insights, generate content, and make informed decisions. By incorporating RAG into our NLP and transcription software, Speak Ai is making it easier and more efficient for users to analyze and understand Vimeo videos. So, why not give it a try and see the benefits of RAG for yourself? Sign up for Speak Ai today and unlock the full potential of Vimeo video analysis.

How To Use Speak’s Retrieval Augmented Generation For Vimeo Videos

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 Vimeo Videos

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 Vimeo Videos 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 Vimeo Videos

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 Vimeo Videos.

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 Vimeo Videos

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 Vimeo Videos 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 ๐Ÿ“

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 ๐ŸŽ

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 ๐Ÿ’ธ

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 Resources๐Ÿ“š

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

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