Resemble AI - Detailed Review
Speech Tools
Resemble AI - Product Overview
Resemble AI Overview
Resemble AI is a sophisticated AI-driven platform that specializes in speech synthesis, voice cloning, and text-to-speech conversion. Here’s a brief overview of its primary function, target audience, and key features:
Primary Function
Resemble AI is engineered to generate high-quality, realistic synthetic voices using advanced AI, machine learning, and deep learning techniques. It enables users to create customizable voices for various applications such as voiceovers, virtual assistants, gaming characters, and more.
Target Audience
The platform is particularly useful for developers, content creators, and enterprises across multiple industries, including entertainment, gaming, customer service, and education. It caters to anyone needing to produce voiceovers or digital speech for their projects, such as video game developers, audiobook creators, and companies looking to enhance user engagement through personalized voice interactions.
Key Features
Voice Cloning
Users can create realistic and personalized AI voices by recording or uploading their own voice data. This feature is useful for voice dubbing, voiceover work, and creating virtual characters with unique voices.
Custom Voice Creation
Resemble AI allows users to generate unique AI voices that can be customized to fit specific needs, such as brand-specific voices or character voices in games.
Emotion and Intonation Control
The platform offers the ability to adjust the emotional tone and intonation of the generated voices, ensuring they sound natural and engaging.
API Integration
Resemble AI provides an easy-to-use API that allows developers to integrate custom AI voices into their applications seamlessly. This facilitates the use of AI voices in chatbots, virtual assistants, and other voice-enabled devices.
Localization
The platform supports voice generation in multiple languages, with over 60 languages available, making it versatile for global projects and allowing businesses to cater to diverse audiences.
Audio Editing
Resemble AI includes tools for editing and modifying audio, enabling users to enhance audio quality, adjust pitch and speed, and integrate AI voices into audio files efficiently.
Scalable Solutions
The platform is designed to handle projects of various scales, from small applications to large enterprise needs, ensuring flexibility and adaptability.
Real-time Speech-to-Speech Conversion
Resemble AI facilitates real-time conversion from one voice to another, allowing for seamless voice transformation and versatility in voice applications.
On-Prem Deployment
Users can deploy Resemble AI’s voice AI capabilities on their own infrastructure using a convenient Python package, which is particularly useful for developers.
Resemble AI’s features make it a versatile and powerful tool for anyone looking to integrate high-quality synthetic voices into their projects.
Resemble AI - User Interface and Experience
User Interface and Experience of Resemble AI
The user interface and experience of Resemble AI, particularly in its speech tools category, are designed to be user-friendly and efficient.
Ease of Use
Resemble AI is noted for its simplicity and ease of use. Users do not need advanced technical skills to operate the platform. For instance, the process of creating a synthetic voice involves just a few steps: uploading an audio clip of the subject speaker, and then using the AI voice model to generate synthetic speech. This process is streamlined to be accessible even for those without coding skills.
Interface
The interface is generally intuitive. Users can upload audio files, generate synthetic voices, and edit clips with ease. The platform offers a text-based editing interface that makes audio manipulation as simple as correcting a typo, which helps in reducing the learning curve.
Key Features and Functionality
- Real-time Voice Cloning: Users can create a digital voice that sounds like them in just a few minutes, which is particularly useful for personalized user interactions.
- Custom Voice Creation: Users can build unique, AI-generated voices for their brand or characters without extensive audio editing skills.
- Emotion Control: The platform allows users to adjust the emotional tone of the AI voice to match the context of the content, enhancing listener engagement.
- Audio Clip Editing: Users can edit both original and synthetic clips together to create professional audio files.
User Experience
The overall user experience is positive, with many users praising the tool’s speed, ease of use, and non-glitchy performance. Users appreciate the ability to generate voiceovers quickly, which saves time and effort compared to traditional recording methods. For example, users can type what they need and get the desired audio output without needing to bother talent for re-recordings.
Feedback and Support
Resemble AI also offers good customer support, with users noting that the team is genuinely engaged and present to address any issues that arise. This support includes meetings with users to improve the product, which adds to the positive user experience.
However, some users have noted a few limitations, such as the need to handle long paragraphs in multiple prompts and some challenges with integrating the API into existing systems, which can require advanced technical skills.
Conclusion
In summary, Resemble AI’s user interface is user-friendly, making it easy for both professionals and hobbyists to generate and edit high-quality synthetic voices without extensive technical knowledge. The platform’s intuitive design and supportive customer service contribute to a positive user experience.
Resemble AI - Key Features and Functionality
Resemble AI Overview
Resemble AI is a sophisticated AI-powered voice and speech synthesis platform that offers a range of powerful features, making it a versatile tool for various applications. Here are the main features and how they work:Voice Cloning
Resemble AI uses deep learning algorithms to clone a person’s voice by analyzing and replicating their speech patterns, tone, and inflections. This can be done with just a 30-second audio clip of the subject speaker. This feature is useful for creating voiceovers for videos, providing personalized customer service, and even replicating the voices of celebrities or deceased individuals for film and TV productions.Voice Generation
The platform can generate custom voices that do not exist in the real world. This allows businesses and individuals to create unique voiceovers for their content, such as voices for fictional characters or generating audio content in multiple languages. This feature is particularly valuable for applications like video games, virtual assistants, and multimedia content creation.Text-to-Speech (TTS)
Resemble AI offers a TTS feature that converts written text into spoken language with various accents and languages. This can be used to generate speech for applications such as audiobooks, e-learning materials, and more. The TTS feature supports up to 100 languages, enabling content creators to reach a global audience.Speech-to-Speech
This feature allows users to convert one person’s voice into another person’s voice, enabling realistic-sounding conversations between two people who never actually spoke to each other. This is achieved through advanced speech synthesis technology that maintains the natural inflections and tone of the original voice.Emotion and Tone
Resemble AI can analyze and mimic the emotional tone of a voice, allowing users to generate voiceovers that convey specific moods or emotions. Users can adjust the emotional expressions, including sadness, joy, and fear, to get the exact emotion needed for their voice clips.Localization
The platform supports the creation of AI voices in multiple languages and accents. Using advanced machine-learning algorithms, Resemble AI can analyze and mimic the speech patterns of various languages and accents, creating natural-sounding voiceovers. This feature is crucial for businesses and content creators targeting global audiences.API Integration
Resemble AI offers an API that allows developers to seamlessly integrate custom AI voices into their preferred tools and applications. This integration enables users to leverage AI voices in a wide range of applications, such as chatbots, virtual assistants, voice-enabled devices, and video editing software.Audio Editing
The platform provides tools for editing and modifying audio files. Users can enhance audio quality, adjust pitch, speed, and other parameters, and integrate AI voices into audio files. This simplifies the audio editing workflow, saving time and effort for content creators.AI Character Voice Generator
Specifically designed for video game developers, this feature allows the generation of unique and expressive voices for game characters. This tool enhances the immersive experience for players by creating lifelike voices for characters, adding depth to the game’s storytelling.Benefits and Integration of AI
Resemble AI integrates AI through deep learning algorithms, natural language processing, and machine learning techniques to provide powerful speech synthesis capabilities. Here are some key benefits:Cost Efficiency
Resemble AI reduces the need for hiring voice actors and lengthy recording sessions, making it a cost-efficient solution for content creation.Personalization
The platform allows for the creation of personalized and customizable voices, which is valuable for applications requiring unique and identifiable voices.User-Friendly Interface
Resemble AI offers a user-friendly interface, making it accessible to both technical and non-technical users.Scalability
The platform scales to meet varying voice synthesis needs, whether for small projects or enterprise-level demands. Overall, Resemble AI’s features and AI-driven technology make it a versatile and powerful tool for a wide range of applications, from voiceovers and narration to virtual assistants, video games, and more. Resemble AI - Performance and Accuracy
Resemble AI Overview
Resemble AI is a prominent player in the AI-driven speech tools category, offering several advanced features that enhance its performance and accuracy. Here are some key points to consider:
Performance
Resemble AI is known for its speed and efficiency in content creation. It allows users to generate high-quality voices in real-time, making it ideal for applications that require quick turnaround times, such as virtual assistants, educational tutorials, and large-scale audio content production.
The platform leverages deep learning algorithms to synthesize human-like voices from text, achieving natural-sounding results that are increasingly difficult to distinguish from real human speech. This capability is particularly useful for developers and content creators who need to produce a high volume of audio content quickly.
Accuracy
Resemble AI has demonstrated high accuracy in voice cloning and text-to-speech (TTS) applications. For instance, in a campaign with Zomato and Truefan, Resemble AI achieved a 90% voice accuracy rate in delivering customized greetings from Bollywood celebrities.
However, like any AI system, Resemble AI is not without its limitations. Users have reported that the speech-to-speech feature sometimes does not work as expected, suggesting that more research and development might be needed to match the advertised capabilities.
Limitations and Areas for Improvement
One of the significant challenges for ASR systems, including Resemble AI, is handling speaker variability. This includes variations in accents, dialects, gender, and age, which can make it difficult to recognize and accurately transcribe speech from diverse speakers consistently.
Another limitation is the handling of uncommon words and complex grammatical structures. ASR systems often misinterpret or fail to recognize rare or out-of-vocabulary words, leading to transcription inaccuracies.
Additionally, users have noted that while the UI is mostly intuitive, there is room for improvement. Some users have experienced issues with the AI’s ability to talk naturally without needing manual corrections to its mistakes.
Data Requirements
Practical ASR training, including that used by Resemble AI, requires large amounts of labeled data. Collecting this data can be complex, expensive, and time-consuming, which can limit the system’s performance and accuracy.
Ethical Considerations
Resemble AI also emphasizes ethical use of its technology. The platform prohibits uses such as impersonation, hate speech, discrimination, and any form of deception or manipulation. This ensures that the technology is used responsibly and ethically.
Conclusion
In summary, Resemble AI offers strong performance and accuracy in generating high-quality synthetic voices, particularly in real-time applications. However, it faces challenges related to speaker variability, uncommon words, and the need for extensive labeled data. Addressing these limitations and continuing to improve the user interface and speech-to-speech capabilities will be crucial for enhancing its overall performance and user satisfaction.
Resemble AI - Pricing and Plans
Resemble AI offers a varied pricing structure to cater to different user needs, from individuals to large enterprises. Here’s a breakdown of their plans and the features associated with each:
Free Plan
- Price: Free
- Features: This plan allows users to explore the basics of AI voice technology with limited features. It is ideal for individual use and getting started with the platform.
Creator Plan
- Price: $30 per month
- Features: This plan is suited for creators and includes enhanced tools such as custom AI voice building and improved support. It supports up to 3 users.
Professional Plan
- Price: $60 per month
- Features: Geared for professionals, this plan offers advanced AI voice tools, priority support, and multi-language capabilities. It supports up to 5 users.
Business Plan
- Price: $499 per month
- Features: Designed for growing businesses, this plan balances advanced features with scalability, supporting up to 25 users. It includes features that are more comprehensive than the lower-tier plans.
Enterprise Plan
- Price: Custom pricing (contact Resemble AI for details)
- Features: This plan is for enterprise-scale needs and includes dedicated account management, enterprise-grade security, and other customized solutions to meet specific business requirements.
Additional Pricing Model
Resemble AI also offers a pay-as-you-go model:
- BASIC Plan: $0.006 per second (pay-as-you-go), which can be useful for occasional or small-scale usage.
Resemble AI - Integration and Compatibility
Integration Options and Compatibility Features
Resemble AI offers a range of integration options and compatibility features that make it versatile and accessible across various platforms and devices.API Integration
Resemble AI provides an easy-to-use API that allows developers to seamlessly integrate custom AI voices into their preferred tools and applications. This API facilitates the integration of AI voices into systems such as chatbots, virtual assistants, voice-enabled devices, and video editing software. The API is designed to be flexible, enabling developers to fetch existing content, create new clips, and build AI voices on the fly with low latency.Platform Integrations
Resemble AI supports integrations with several popular tools and platforms. For instance, it offers a simple Unity plugin that allows users to create and manage voice assets within the Unity inspector, attach them to characters, and animate them with visemes. This makes it ideal for game developers looking to add realistic voice interactions to their games. Additionally, Resemble AI provides sample code for an Alexa skill project that integrates dynamically AI-generated text using GPT-3 with a custom voice powered by Resemble. This enables developers to create voice-powered Alexa skills with personalized AI-generated content.On-Premises Deployment
For users who require more control over their environment, Resemble AI offers on-premises deployment options. These include a Python package and a containerized Kubernetes deployment, both of which bring the full capabilities of Resemble’s voice cloning, text-to-speech, and speech-to-speech synthesis to a secure, local infrastructure. This option is particularly useful for businesses that need to comply with strict data privacy regulations such as HIPAA, GDPR, and PIPEDA, as it ensures all voice data and processing remain isolated on the user’s own servers.Audio File Compatibility
Resemble AI supports various audio file formats, including WAV, ensuring compatibility with different platforms and applications. This flexibility allows users to integrate the generated voices seamlessly into various systems without worrying about format compatibility.Multi-Language Support
The platform also supports voice generation in multiple languages, allowing businesses and content creators to cater to global audiences with localized and culturally relevant voice experiences. This multi-language support is crucial for projects that need to reach diverse audiences.Real-Time Processing and Editing
Resemble AI’s audio editing tools simplify the process of editing and modifying audio. Users can enhance audio quality, adjust pitch, speed, and other parameters, and integrate AI voices into audio files in real-time. This real-time processing capability ensures that users can make adjustments on the spot, enhancing the efficiency of their workflow.Conclusion
In summary, Resemble AI’s integration capabilities and compatibility features make it a highly versatile tool that can be seamlessly integrated into a wide range of applications and platforms, catering to the needs of both developers and content creators across various industries. Resemble AI - Customer Support and Resources
Customer Support Options
Resemble AI offers a comprehensive set of customer support options and additional resources to ensure users have a seamless experience with their AI-driven speech tools.
Customer Support Channels
- Email/Help Desk: Users can reach out to the support team via email for technical assistance and other inquiries.
- Help Button: Located on the side of the screen, this button provides immediate access to the support team for any queries or issues. This feature is available throughout the platform.
- FAQs/Forum: Resemble AI has a knowledge base and FAQs that address common questions and issues, helping users find quick solutions without needing to contact support directly.
Types of Support Requests
- Report a Bug: Users can report any glitches or issues they encounter, providing a detailed description to help the support team resolve the problem swiftly.
- Feature Request: If users have ideas for new features, they can submit their suggestions, which are valued for ongoing development efforts.
- General Feedback: The Help button serves as a direct line for any comments or inquiries, whether users need platform guidance or have feedback on their experience.
Commitment to Support
- Timely Response: Regardless of the subscription plan, users can expect prompt replies from the dedicated customer support team, ensuring a smooth experience with the voice synthesis services.
- Continuous Support: Resemble AI continuously works to improve their support channels to provide assistance whenever needed.
Additional Resources
- Knowledge Base: The platform includes a comprehensive knowledge base that provides detailed information and guides on using the various features of Resemble AI.
- Tutorials and Guides: Resources like tutorials and guides are available to help users understand and effectively use the text-to-speech, speech-to-speech transformation, and localization features.
By offering these support channels and resources, Resemble AI ensures that users can quickly resolve issues, find answers to their questions, and make the most out of the platform’s advanced speech synthesis capabilities.
Resemble AI - Pros and Cons
Pros of Resemble AI
Resemble AI offers several significant advantages that make it a valuable tool in the AI-driven speech tools category:
- High-Quality Voice Output: Resemble AI generates highly realistic and engaging voice outputs, making it ideal for applications such as voiceovers, audiobooks, and podcasts.
- Custom Voice Creation: Users can create unique, personalized AI voices by recording or uploading their own voice data, which is particularly useful for brand-specific content and virtual assistants.
- Real-Time Voice Cloning: The platform allows for quick and efficient creation of realistic voice replicas, which is beneficial for immediate voiceover needs.
- Emotion and Intonation Control: Users can adjust the emotional tone and intonation of the generated voices, ensuring they sound natural and engaging.
- Multilingual Support: Resemble AI supports over 148 languages, making it a versatile tool for global content creation.
- Ease of Use: Despite some technical aspects, the platform is generally easy to use, even for non-tech-savvy users, thanks to its intuitive interface and strong API.
- Scalable Solutions: The tool is designed to handle projects of various scales, from small applications to large enterprise needs.
- Cost Efficiency: Resemble AI reduces the need for hiring voice actors and lengthy recording sessions, making it a cost-efficient solution for content creation.
Cons of Resemble AI
While Resemble AI offers many benefits, there are also some notable drawbacks:
- Pricing: The pricing model can be expensive, particularly for small businesses or individual creators with limited budgets. The basic plan, while affordable, has limited features, and the pro plan requires a custom quote.
- Learning Curve: New users may need time to familiarize themselves with all the features, especially those requiring technical expertise.
- Dependence on Internet: The platform requires a stable internet connection for optimal performance, which can be a limitation for offline use.
- Data Privacy Concerns: There are potential concerns over data privacy, especially regarding voice cloning and the handling of biometric data.
- Limited Free Features: The free trial has limited features and capabilities, which may not be sufficient for users to fully evaluate the platform before committing to a paid plan.
- Technical Issues: As with any AI technology, users may experience occasional technical hitches or bugs.
Overall, Resemble AI is a powerful tool with significant advantages, but it also comes with some notable limitations and considerations that users should be aware of.
Resemble AI - Comparison with Competitors
Unique Features of Resemble AI
- Voice Cloning: Resemble AI uses deep learning algorithms to clone a person’s voice, replicating their speech patterns, tone, and inflections. This is particularly useful for creating voiceovers, personalized customer service, and even reproducing celebrity voices for media productions.
- Speech-to-Speech Conversion: Resemble AI can transform one person’s voice into another, allowing for realistic-sounding conversations between two people who never actually spoke to each other.
- Emotion and Tone Analysis: The platform can analyze and mimic the emotional tone of a voice, enabling users to generate voiceovers that convey specific moods or emotions.
- Language Dubbing and Localization: Resemble AI supports up to 100 languages, allowing users to generate voiceovers in multiple languages and accents without needing additional data.
- Real-time Deepfake Detection: Resemble AI includes a real-time deepfake detector to safeguard against AI-generated content, enhancing the authenticity of the voices generated.
Comparison with Competitors
Text-to-Speech Capabilities
Many competitors, such as Google Text-to-Speech, Amazon Polly, and IBM Watson Text to Speech, offer similar text-to-speech capabilities. However, Resemble AI stands out with its ability to generate highly customizable and realistic voices, including the option to clone specific voices and adjust emotional tones.Voice Cloning
While other platforms like Descript and Lyrebird AI also offer voice cloning, Resemble AI’s advanced algorithms and support for a wide range of languages and accents make it a strong contender in this area.Multilingual Support
Resemble AI’s extensive multilingual support is a significant advantage. However, platforms like Google Text-to-Speech and Amazon Polly also offer broad language support, though the quality and naturalness of the voices may vary.Integration and Development Tools
Resemble AI provides SDKs for Python and Node.js, making it easier for developers to integrate voice AI capabilities into their applications. This is similar to what other platforms like Amazon Polly and IBM Watson Text to Speech offer, but Resemble AI’s focus on real-time capabilities and deepfake detection sets it apart.Potential Alternatives
- Google Text-to-Speech: Known for its high-quality voices and broad language support, Google Text-to-Speech is a strong alternative for general text-to-speech needs but lacks the advanced voice cloning and emotional tone analysis of Resemble AI.
- Amazon Polly: Offers a wide range of voices and languages, with good integration options for developers. However, it may not match Resemble AI’s level of customization and real-time deepfake detection.
- IBM Watson Text to Speech: Provides advanced text-to-speech capabilities with a focus on natural-sounding voices. It lacks the specific voice cloning and emotional tone features that Resemble AI offers.
Pricing and Accessibility
Resemble AI’s pricing can be a barrier for small businesses and individual creators, with plans starting at $30/month for basic features and higher plans for more advanced use cases. Competitors like Google Text-to-Speech and Amazon Polly may offer more flexible pricing models, making them more accessible to a wider range of users. In summary, while Resemble AI offers unique features such as advanced voice cloning, emotional tone analysis, and real-time deepfake detection, other platforms may be more suitable depending on specific needs like broader language support, easier integration, or more flexible pricing. Resemble AI - Frequently Asked Questions
What is Resemble AI?
Resemble AI is an AI-powered voice and speech synthesis platform that allows users to create realistic and customizable synthetic voices for various use cases, including virtual assistants, chatbots, multimedia content creation, and more.
How does Resemble AI’s voice cloning work?
Resemble AI uses deep learning algorithms to clone a person’s voice by analyzing and replicating their speech patterns, tone, and inflections. You can create a voice clone using as little as 10 seconds of audio, though recording at least 100 sentences (about 10 minutes) is recommended for high-quality results.
What features does Resemble AI offer?
Resemble AI offers several key features:
- Voice Cloning: Clone a person’s voice using their speech patterns.
- Voice Generation: Generate custom voices that do not exist in the real world.
- Text-to-Speech: Convert written text into spoken language with various accents and languages.
- Speech-to-Speech: Convert one person’s voice into another person’s voice.
- Emotion and Tone: Analyze and mimic the emotional tone of a voice.
- Localization: Generate voiceovers in multiple languages and accents.
How much audio do I need to provide to clone my voice?
You can clone your voice using just 10 seconds of audio, but for a high-quality voice, it is recommended to record at least 100 sentences, which should take about 10 minutes.
What are the pricing plans for Resemble AI?
Resemble AI offers several pricing plans:
- Free Plan: Basic features for individual use.
- Creator Plan: $30 per month, includes custom AI voice building and enhanced support.
- Professional Plan: $60 per month, includes advanced features, priority support, and multi-language capabilities.
- Business Plan: $499 per month, designed for growing businesses with advanced features and scalability.
- Enterprise Plan: Custom pricing for enterprise-scale needs with premium support and dedicated account management.
Can I use Resemble AI for international localization?
Yes, Resemble AI can generate voiceovers in multiple languages and accents. It supports localization in over 149 languages, including British English, French, and Spanish.
How do I create a custom voice on Resemble AI?
To create a custom voice, you go to the Hub page on Resemble AI’s website, click on “Create Custom Voice,” type in a name for your voice, and either record your voice or upload audio clips. You need to read a set of sentences aloud to help the AI model learn your voice.
Can Resemble AI adjust the emotion and tone of the synthetic voice?
Yes, Resemble AI can analyze and mimic the emotional tone of a voice, allowing you to generate voiceovers that convey specific moods or emotions such as sadness, joy, or fear.
Is there a free trial available for Resemble AI?
Yes, Resemble AI offers a free trial that does not require a credit card. This trial allows you to try out most of the features, except for voice cloning, for a limited time.
How does the speech-to-speech feature work?
Resemble AI’s speech-to-speech feature converts one person’s voice into another person’s voice in real-time, allowing for realistic-sounding conversations between two people who never actually spoke to each other.
Resemble AI - Conclusion and Recommendation
Final Assessment of Resemble AI
Resemble AI is a powerful and versatile AI-powered voice and speech synthesis platform that offers a wide range of features, making it an excellent choice for various use cases.Key Features
- Voice Cloning: Resemble AI can clone a person’s voice with high accuracy, replicating speech patterns, tone, and inflections.
- Custom Voice Creation: Users can generate unique, AI-created voices for their projects, including fictional characters and brand-specific voices.
- Text-to-Speech and Speech-to-Speech: The platform converts written text into spoken language and can also convert one person’s voice into another’s, enabling realistic conversations.
- Emotion and Tone Control: Resemble AI can analyze and mimic the emotional tone of a voice, allowing for voiceovers that convey specific moods or emotions.
- Localization: It supports generating voiceovers in multiple languages and accents, making it suitable for global projects.
Who Would Benefit Most
Resemble AI is particularly beneficial for:- Developers and Content Creators: Those needing realistic voiceovers for videos, audiobooks, podcasts, video games, and other multimedia projects.
- Enterprises: Businesses looking to enhance customer service with consistent and professional voice interactions, such as call centers and virtual assistants.
- E-learning Platforms: Educational institutions can use natural-sounding voices for instructional content, enhancing user engagement and learning experiences.
- Marketing and Entertainment: Companies can leverage realistic and expressive voices to deliver their brand message effectively and connect with their target audience.
Pros
- Cost Efficiency: Reduces expenses related to hiring voice actors and lengthy recording sessions.
- User-Friendly Interface: Accessible to both technical and non-technical users, making it easy to generate and edit voice clips.
- High-Quality Voices: Produces realistic and expressive AI voices suitable for various applications.
- Scalable Solutions: Meets varying voice synthesis needs, from small projects to enterprise-level demands.
Cons
- High Cost Barrier: The pricing structure can be prohibitive for small businesses or individual creators with limited budgets.
- Limited Language Options: Currently supports a restricted number of languages, which might not be sufficient for all global needs.
- Technical Expertise: Customizing voices may require some technical skills, which could be a drawback for non-technical users.