Disadvantages Of Generative AI
Generative AI is a powerful tool for businesses, marketers, researchers, and data scientists. It can help them create more accurate predictions, identify new opportunities, and optimize processes. But, like any technology, it has its drawbacks. In this article, we’ll explore the disadvantages of generative AI and how to mitigate them.
Cost
Generative AI can be expensive to implement. It requires specialized hardware and software, as well as skilled personnel to operate and maintain it. This can be a major barrier for small and medium-sized businesses, as well as organizations with limited budgets.
Time
Generative AI can take a long time to train and deploy. It’s not a “plug and play” solution, and it can take weeks or months to get it up and running. This can be a major impediment for businesses that need to move quickly.
Data Quality
Generative AI relies on high-quality data to make accurate predictions. If the data is incomplete, inaccurate, or outdated, the results can be unreliable. This can be a major issue for businesses that don’t have access to clean, up-to-date data.
Overfitting
Generative AI can suffer from overfitting, which is when the model is too closely tuned to the training data. This can lead to inaccurate predictions when the model is applied to new data.
Explainability
Generative AI models can be difficult to explain. It’s hard to understand why the model made a particular prediction or how it arrived at a certain conclusion. This can be a major issue for businesses that need to explain their decisions to stakeholders.
Ethical Concerns
Generative AI can raise ethical concerns. For example, it can be used to make decisions that are biased or unfair. Businesses need to be aware of these issues and take steps to ensure that their models are ethical and unbiased.
Mitigating the Disadvantages of Generative AI
Fortunately, there are ways to mitigate the disadvantages of generative AI. Here are a few tips:
Invest in Quality Data
Investing in quality data is essential for accurate predictions. Make sure your data is complete, accurate, and up-to-date.
Use Explainable AI
Explainable AI can help you understand why a model made a particular prediction or arrived at a certain conclusion. This can be useful for businesses that need to explain their decisions to stakeholders.
Test and Validate Models
Testing and validating models is essential for accurate predictions. Make sure to test your models on a variety of data sets and validate the results.
Monitor Performance
Monitoring performance is key to ensuring that your models are performing as expected. Make sure to monitor performance regularly and adjust your models as needed.
Be Aware of Ethical Issues
Be aware of ethical issues and take steps to ensure that your models are ethical and unbiased.
Conclusion
Generative AI can be a powerful tool for businesses, marketers, researchers, and data scientists. But, like any technology, it has its drawbacks. By investing in quality data, using explainable AI, testing and validating models, monitoring performance, and being aware of ethical issues, businesses can mitigate the disadvantages of generative AI and get the most out of this powerful technology.
How To Use The Best Large Language Models With Speak
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 English audio and video transcription included when you sign up for Speak.
To sign up for Speak and start using Speak Magic Prompts, visit the Speak app register page here.
Step 2: Upload Your Language Data
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 Interview Data.
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 Language Data
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.
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 Data
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.
Step 7: Select 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
Choose the most relevant assistant type from the dropdown.
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
- Create Your Own Custom Prompts
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.
In this example, we ask to analyze all the Interview Data 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 As ChatGPT For Interview Data 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
- Bulk Editing & Data Organization
- 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!
