What is Retrieval Augmented Generation for Movies?
Retrieval Augmented Generation (RAG) is a combination of two powerful natural language processing techniques – retrieval and generation. It involves first retrieving relevant information from a large database using a search query and then generating a coherent response based on that information. This approach has been gaining traction in recent years, particularly in the field of movies.
Movies, also known as films, are a form of visual storytelling that have been entertaining and captivating audiences for over a century. They are a combination of art, technology, and business, with the potential to influence and shape society. As a researcher, marketer, or organization, understanding and analyzing movies can provide valuable insights and opportunities. And with the integration of RAG, this process has become even more powerful.
The Benefits of Retrieval Augmented Generation for Movies
For Researchers
RAG allows researchers to quickly and efficiently gather information from a large corpus of movies. This can be particularly useful for studying trends and patterns in the film industry, analyzing the impact of certain genres or themes, and even predicting the success of a movie based on its characteristics. With RAG, researchers can easily retrieve data such as box office numbers, reviews, and audience demographics, and then use that information to generate insights and conclusions.
For Marketers
Movies are a major source of entertainment and have a huge influence on popular culture. As such, they provide a unique opportunity for marketers to reach a wide and diverse audience. With RAG, marketers can retrieve data on audience preferences, demographics, and behaviors, and then use that information to generate targeted and effective marketing campaigns. This can help increase ticket sales, drive buzz and anticipation for upcoming movies, and even inform product placement strategies.
For Organizations
Movies are not only a form of entertainment but also a big business. From production companies to streaming services, understanding the movie industry is crucial for success. With RAG, organizations can retrieve data on box office performance, critical reception, and audience feedback and then use that information to generate insights for strategic planning, investment decisions, and business development. RAG can also be used for competitive analysis, allowing organizations to compare their performance and offerings with their competitors in the market.
How Retrieval Augmented Generation Works for Movies
To understand how RAG works for movies, let’s take a closer look at the two components – retrieval and generation.
Retrieval
The retrieval process in RAG involves using a search query to retrieve relevant information from a large database. In the context of movies, this could be a database of movie titles, synopses, reviews, or box office data. The search query can be tailored to specific needs, such as retrieving data on a particular genre, director, or time period.
Generation
Once the relevant information has been retrieved, the generation process begins. This involves using natural language processing techniques and large language models to generate a coherent response based on the retrieved data. In the context of movies, this could be a summary of a movie’s plot, a review, or even a prediction of its box office performance.
The Impact of Retrieval Augmented Generation on the Movie Industry
The integration of RAG in the movie industry has the potential to revolutionize the way movies are produced, marketed, and consumed. With the ability to quickly and efficiently retrieve and generate insights, movie studios can make more informed decisions on which projects to invest in, how to market them effectively, and even how to improve the overall movie-going experience for audiences.
RAG can also have a significant impact on the audience’s experience. With the use of personalized recommendations and targeted marketing, audiences can have a more tailored and enjoyable movie-watching experience. Additionally, RAG can also be used for content curation, allowing streaming services to offer a more diverse and relevant selection of movies to their subscribers.
Conclusion
In conclusion, Retrieval Augmented Generation has become a game-changing tool for movies, providing valuable insights, opportunities, and improvements for researchers, marketers, and organizations. With the integration of RAG, the movie industry can continue to evolve and thrive, offering audiences a more personalized and engaging experience. As technology advances and RAG continues to be refined, the possibilities for its impact on the movie industry are endless.
How To Use Speak’s Retrieval Augmented Generation For Movies
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 Movies
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 Movies 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 Movies
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 Movies.
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 Movies
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 Movies 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!
