Lilt - Detailed Review
Language Tools
Lilt - Detailed Review Contents
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Lilt - Product Overview
Overview of Lilt
Lilt is a sophisticated AI-driven translation platform that revolutionizes how businesses and organizations communicate globally. Here’s a brief overview of its primary function, target audience, and key features:Primary Function
Lilt provides an end-to-end localization solution, combining connectors, artificial intelligence, and advanced human-computer interactions. The platform is designed to deliver fast, accurate, and cost-effective translation services for various types of content, including documents, websites, and multimedia materials.Target Audience
Lilt caters to a diverse range of clients, primarily focusing on large enterprises, government agencies, and organizations with complex translation needs. Its clientele includes multinational corporations, government entities, and industries such as healthcare, finance, technology, and legal services.Key Features
Advanced AI Technology
Lilt’s Contextual AI Engine is a core component, utilizing transformer architecture and large language models trained on extensive data. This engine provides predictive translation suggestions, learns from linguist feedback in real-time, and ensures higher quality and accuracy in translations.Integration Capabilities
The platform integrates seamlessly with over 60 different business systems, including Translation Management Systems (TMS), data stores, and web management systems. This integration eliminates manual file exchanges and streamlines project management.Human-AI Collaboration
Lilt combines human expertise with machine efficiency. Human translators work alongside the AI system, reviewing and refining the AI-generated translations to ensure the highest quality. This interactive process allows the AI to learn and improve continuously.Cost Efficiency and Speed
By streamlining the translation process, Lilt offers cost-effective solutions that save businesses time and money. The platform’s efficiency enables faster translation velocities and higher quality outcomes, making it an attractive option for organizations needing quick and accurate translations.Customized Services
Lilt provides customized translation services that meet the unique needs and requirements of each client. The platform ensures that translations maintain the brand voice and style, which is particularly important for maintaining consistency across different markets.Security and Data Control
Lilt ensures that client data is secure and only used to train the specific organization’s AI models, without sharing data between different organizations. Overall, Lilt is a comprehensive solution that leverages AI and human expertise to deliver high-quality, efficient, and cost-effective translation services, making it an invaluable tool for organizations looking to expand their global reach. Lilt - User Interface and Experience
User Interface Overview
The user interface of Lilt, particularly in its Language Tools AI-driven product category, is designed to be intuitive, efficient, and user-friendly.Interface Layout and Navigation
Lilt’s interface has undergone significant updates to enhance usability. The platform features a sleek, modern design optimized for accessing key areas. The main tabs include “Jobs,” “Data,” “Contextual AI,” “Observability,” “Organization,” and “Connect,” each providing context-specific actions and sub-tabs. This layout helps users quickly locate and manage their projects, translation memories, termbases, and other essential tools.Editor and Workflow Tools
The CAT (Computer-Aided Translation) editor in Lilt Translate is a central component of the interface. It includes an “Edit” tab with various shortcuts and actions to speed up the translation process. For example, users can undo edits, select the next suggested word, use concordance, and perform find and replace operations. The editor also features auto-scrolling and auto-propagation of confirmed segments, which helps in maintaining efficiency.Review Mode
For reviewers, the interface remains largely the same as the translation mode but with some key differences. Reviewers can access documents assigned to them, review translated segments, and make necessary changes. The review process is streamlined with tools like error flags, annotations, and shortcuts to accept or unaccept multiple segments at once.Linguist Homepage
Lilt has introduced a redesigned Linguist Homepage that simplifies navigation and project prioritization. Here, linguists can view due dates, customer names, project stages, total segments, and completion percentages for each document. This allows linguists to quickly sort through their documents and prioritize their work.Ease of Use
The interface is designed to be highly intuitive, making it accessible to both technical and non-technical users. For instance, Lilt Create, a generative AI multilingual writing app, provides a user-friendly interface that is easy for non-specialized stakeholders to use. This ease of use extends to regional teams in marketing, customer support, and communications.User Experience
The overall user experience is enhanced by several features:Streamlined Workflow
Lilt integrates with over 60 business systems, eliminating the need for manual file exchange and project management. This allows teams to focus on building the best product.Efficiency Tools
Features like auto-scrolling, auto-propagation, and keyboard shortcuts significantly speed up the translation and review processes.Clear Visualization
The segment context panel is reorganized to display important information such as TM results, Termbase results, and MT results, making it easier for users to access relevant data. In summary, Lilt’s user interface is optimized for efficiency, ease of use, and a streamlined workflow, making it a user-friendly and effective tool for language translation and content creation. Lilt - Key Features and Functionality
Lilt Overview
Lilt is a comprehensive AI-driven platform specialized in enterprise translation and content creation, offering several key features that enhance the efficiency, accuracy, and customization of language tasks.Contextual AI Engine
Lilt’s Contextual AI Engine is the core of its translation capabilities. This engine uses large language models fine-tuned in real-time by human feedback. It supports two key features: In-Context Learning (ICL) and real-time prompt completion. ICL eliminates the need for manual retraining cycles by incorporating feedback from human linguists in real-time, while real-time prompt completion allows for swift and accurate translation responses.Translation Methods
Lilt offers two primary translation methods:Instant Translation
This method uses machine translation to provide quick translations within seconds. It adapts to the organization’s unique content preferences by learning from historical translations, style guides, and glossaries in real-time.Verified Translation
This method involves human linguists translating content with the support of the Lilt Contextual AI Platform. It ensures high-quality translations that are reviewed and verified by humans.Bring-Your-Own (BYO) Model
The BYO Model feature allows businesses to manage all their AI models in one place. Users can utilize models from Lilt, other providers, or their own in-house AI teams, matching the right model to the right task such as translation or content creation. This simplifies AI management, improving efficiency and results.Data Labeling
Lilt’s Data Labeling module helps improve AI tools by creating better training data. This feature enables Lilt’s network of linguists to label and refine data for multilingual AI models in a secure environment, resulting in higher-quality AI output for various applications.AI Video Dubbing
The Instant Video Dubbing feature allows businesses to automatically caption, translate, and dub videos in one step. Users can leverage their existing custom AI models for higher-quality results, making it easier to reach global audiences with localized video content.Model Interoperability and Fine-Tuning
Lilt supports interoperability with various third-party translation models such as Google Cloud, DeepL, and Amazon AWS. The Model Builder feature allows customers to fine-tune these third-party models using Lilt’s quality-verified training data, optimizing model quality quickly.Content Generation
Lilt Create is a multilingual content generation product that enables users to create on-brand, locally relevant content in any language. It includes prompt templates for instant content generation in over 100 languages, addressing specific use cases across teams such as Marketing, Sales, Legal, HR, and Support.Enterprise Control Enhancements
Lilt has introduced several enterprise control features:Enterprise Domains
Allows customers to create and manage data sets, custom localization models, and workflows specific to their teams and business use cases. Admins can control user data access and manage various settings.Quoting Controls
Enables enterprise users to request, review, and approve project quotes within the Lilt platform, providing transparent cost control.Custom File Loader Enhancements
Allows customers to upload and process complex file formats aligned with their organizational preferences, including subfilters and custom segmentation for enhanced workflow and quality control.Expanded Translation Capabilities
Lilt supports the translation of various file types, including images, audio, PDFs, and videos. Users can choose between Instant and Verified Translation workflows for all file types, ensuring flexibility and high-quality translations. By integrating these features, Lilt provides a comprehensive solution for enterprises to manage AI models, improve translation quality, and create multilingual content efficiently, all while maintaining high levels of engagement and factual accuracy. Lilt - Performance and Accuracy
Performance and Accuracy of Lilt
When evaluating the performance and accuracy of Lilt in the Language Tools AI-driven product category, several key aspects stand out:AI Accuracy and Performance
Lilt’s AI translation accuracy is a significant focus of its analytics. The platform distinguishes between “Unadapted AI” (raw AI translation accuracy) and “Adapted AI” (accuracy after adjustments and improvements from fine-tuned data sources).- AI Accuracy Per Language Pair: Lilt provides detailed accuracy metrics for different language pairs over several months, helping users track performance trends and identify areas with higher or lower accuracy.
- Error Metrics: Metrics such as “Errors Resolved / 1k words” and “Errors Resolved / 1k change” help in assessing the number of errors found and resolved by Lilt reviewers. This data is crucial for monitoring the improvement in translation quality over time.
Contextual AI Engine
Lilt’s Contextual AI Engine is a key component of its translation technology. This engine uses a unique approach to achieve higher accuracy than other AI models like Google Translate and GPT-4, especially in enterprise contexts. It is built with 5x more parameters than Lilt’s previous engine, resulting in faster and more accurate translations.Human Adaptive Feedback
Lilt’s system leverages Human Adaptive Feedback (HAF), where the AI engine learns from linguist feedback in real-time. This continuous learning process improves translation accuracy, velocity, and consistency, aligning closely with each customer’s specific brand voice.Efficiency and On-Time Delivery
In addition to accuracy, Lilt tracks efficiency metrics such as “On-Time Delivery (OTD) Over Time” and “Words Per Hour (WPH) Over Time.” These metrics help in monitoring the performance of the translation process and ensuring that projects are completed on time.Limitations and Areas for Improvement
While Lilt’s AI translation is highly advanced, there are some limitations and areas to consider:- Content Type: Machine translations, even with Lilt’s Contextual AI, may not be suitable for all content types, particularly those requiring high contextualization and brand voice consistency. Human feedback is often necessary to achieve the desired quality.
- Language Restrictions: Certain languages may pose challenges in terms of accuracy or speed. Lilt’s analytics help identify these issues, but it’s important to be aware of potential language-specific limitations.
- Integration and Customization: The need for integration with other business systems and potential hardware investments should be considered. Lilt supports integration with over 60 business systems, but specific requirements may vary.
Conclusion
Lilt’s performance and accuracy are significantly enhanced by its Contextual AI Engine and the incorporation of human feedback. The platform provides comprehensive analytics to track and improve translation quality, efficiency, and on-time delivery. However, users should be aware of the potential limitations related to content type and language-specific challenges. By leveraging Lilt’s advanced AI and human adaptive feedback, businesses can achieve high-quality translations that meet their specific needs. Lilt - Pricing and Plans
Pricing Model
Lilt’s pricing model is not fully transparent on their website, but it can be summarized as follows:Word-Based Pricing
Lilt charges a uniform price per word across all languages, except for Japanese. The exact price per word is not publicly disclosed and requires contacting Lilt for a customized pricing proposal.Plans and Packages
While Lilt does not explicitly outline different tiers on their main website, there are some specific packages mentioned in the context of their Shopify integration:Free to Install
There is no setup fee, and the app can be installed for free. However, translation services are charged separately.Language Packages
For Shopify users, Lilt offers packages such as a 1-language package for $2,200, a 3-language package for $6,450, and a 5-language package for $10,500. These charges are billed in USD.Features by Plan
Here are some features associated with Lilt’s services:Instant and Verified Translation
Users can choose between instant machine translation or verified translation with a human quality guarantee.Integration with Existing Systems
Lilt offers connectors and integrations that allow content to be sent for translation directly from familiar content management systems, such as Shopify.Contextual AI Engine
Lilt’s AI engine adapts to a linguist’s style over time and ensures higher accuracy and consistency.Human Quality Control
Translations are verified by human quality control to ensure factuality and accuracy.Free Options
There is a free trial or freemium version available, but the specifics of what is included in these free options are not detailed on the main website. To get an accurate and detailed pricing proposal, it is necessary to contact Lilt directly, as their pricing depends on several factors specific to the team and organization. Lilt - Integration and Compatibility
Lilt: An Advanced AI-Driven Translation Solution
Lilt integrates seamlessly with a wide range of tools and platforms, making it a versatile option for various enterprise needs.Platform and Tool Integrations
Lilt offers extensive integration capabilities through its connectors, which allow users to send content for translation directly from their preferred systems. Here are some key integrations:Content Management Systems (CMS)
Lilt integrates with CMS platforms like Contentful, Adobe Experience Manager, and others. For example, the Contentful x Lilt connector supports rich text embedding, auto-publishing upon delivery, and handles non-`en-US` default locales efficiently.Translation Management Systems (TMS)
Lilt connects with TMS such as Crowdin, Smartling, Trados Enterprise, SDL TMS, SDL WorldServer, and XTM Cloud. These integrations enable smooth project management and data synchronization between Lilt and these TMS platforms.Code Hosting Platforms
Integrations with platforms like Bitbucket and GitHub allow for streamlined localization directly within these environments.Storage and Collaboration Tools
Lilt integrates with Google Drive, S3, and other storage solutions, as well as collaboration tools like Braze.E-commerce Platforms
The Lilt connector for Magento (including Adobe Commerce and Magento Open Source) enables users to send content for translation and receive translated content directly within their Magento instance.Workflow Customization
Lilt Connect Workflows allow users to configure and manage their own automated connector workflows. This feature supports over 40 content systems and enables users to choose from various workflow options such as AI Review, Verified Translate, and more. Users can fully customize individual steps within their end-to-end connector configuration, ensuring the workflow meets their specific enterprise requirements.Device and Browser Compatibility
Lilt is a cloud-based software, which means it can be accessed from a variety of devices and browsers. Here are the key compatibility details:Browsers
Lilt is supported on Chrome version 79 and newer. It is recommended to use the latest browser version for security and performance reasons.Operating Systems
Lilt’s features are largely operating system agnostic, meaning it can be used on various OS platforms as long as the browser requirements are met.Devices
Lilt can be run on newer models of Android tablets and iPads, in addition to desktop and laptop systems. The hardware requirements include a 1.9 GHz dual-core processor, 2 GB of RAM (4 GB recommended), and a display resolution of at least 1024 x 768.Network Requirements
For optimal performance, Lilt requires a stable and fast internet connection with a bandwidth greater than 50 Kbps (400 Kbps recommended) and latency under 150 ms. This ensures smooth operation of the Lilt Translate tool. In summary, Lilt’s extensive integration capabilities, customizable workflows, and broad compatibility across devices and platforms make it a highly adaptable and efficient solution for enterprise translation and localization needs. Lilt - Customer Support and Resources
Customer Support Options
Lilt offers a comprehensive range of customer support options and additional resources to ensure users can effectively utilize their AI-driven language tools.Direct Communication Channels
For any queries or issues, users can reach out through several direct communication channels. If you have questions about payments or payment policies, you can raise a Payments ticket via the LILT Help Center, where the payments team is available to assist you. For project-related questions or updates, you can contact your Language Lead or email `services@lilt.com`.Project-Specific Communication
Each project on Lilt has a dedicated Discourse Workspace with general and language-specific channels. These channels allow translators to communicate with all language groups for a particular project and with designated Language Leads who can address specific questions.General Queries and Feedback
For general questions or feedback, especially if you’re unsure where to direct your query, you can email `translators@lilt.com`. This ensures your message is routed to the right person or channel, particularly for sensitive topics.Product Feedback and Support Tickets
If you have ideas for improving the Lilt platform or encounter any issues, you can submit a ticket through the Help Portal. This allows you to provide a detailed description of the issue or suggested improvement, and the Lilt team will address it accordingly.Resources for Customer Support Teams
Lilt provides specific resources for customer support teams to deliver multilingual support. This includes integrating with various support systems like Zendesk, Intercom, and Helpshift, enabling live chat support in multiple languages. These integrations help support agents communicate with customers in their native language, enhancing the overall support experience.Integrations and Connectors
Lilt offers over 60 connectors that integrate with a wide range of platforms, including content management systems (CMS), translation management systems (TMS), and cloud storage services like Google Drive, Dropbox, and Microsoft OneDrive. These integrations streamline the translation process, allowing users to send content for translation directly from their familiar workflows.Knowledge Base and Guides
Lilt maintains a comprehensive Knowledge Base that includes troubleshooting guides, customer FAQs, and detailed information on using the platform. This resource helps users resolve common issues and optimize their use of Lilt’s features. By leveraging these support options and resources, users can ensure they are making the most out of Lilt’s AI-driven language tools and managing their translation projects efficiently. Lilt - Pros and Cons
Advantages of LILT
Efficiency and Speed
LILT combines AI and human expertise to significantly speed up the translation process. The platform’s Contextual AI Engine, powered by large language models, allows for instant retraining based on linguist feedback, resulting in translation velocities that are three to four times faster than traditional localization technologies.Quality and Consistency
LILT ensures high-quality translations by leveraging both AI-generated suggestions and human review. The platform’s Human Adaptive Feedback (HAF) system continuously improves translation accuracy and velocity as it learns from real-time feedback from linguists. This approach guarantees translations that align closely with the customer’s specific brand voice.Comprehensive QA Checks
The platform includes a range of automated QA checks, such as unpaired symbols, case matching, alphanumeric mismatches, and more. These checks help maintain high translation quality by identifying and correcting errors at various stages of the workflow.Multi-Modality Support
LILT supports the translation of various file types, including images, audio, PDFs, and video content. This multi-modality capability allows users to handle a wide range of media within a single platform.Integration and Interoperability
LILT integrates seamlessly with over 60 business systems and supports multiple third-party translation models like Google Cloud, DeepL, and Amazon AWS. This interoperability ensures that users can work within their preferred systems and workflows without additional hassle.Plurals and Formatting Support
The platform offers advanced support for ICU plurals syntax, including plurals, select, select-ordinals, date, time, and number formats. This feature is particularly useful for dynamic content that requires precise formatting.User-Friendly Interface
LILT has a redesigned Linguist Homepage that simplifies navigation and project prioritization. Features like visual indicators for termbase mismatches and expanded tag support in the CAT editor enhance the user experience and translation quality.Disadvantages of LILT
Limitations of AI-Only Translations
For certain types of content, especially those requiring high contextualization or nuanced understanding, AI-only translations may not be sufficient. LILT acknowledges that some content types require the combination of AI and human feedback to achieve the desired quality.Dependence on Human Feedback
The effectiveness of LILT’s AI models relies heavily on continuous feedback from linguists. While this feedback loop improves the models over time, it also means that the quality of translations can vary based on the quality and consistency of the feedback received.Cost and Scalability Considerations
While LILT can reduce translation costs by up to 40% and scale operations quickly, the initial investment and ongoing costs need to be evaluated against the organization’s budget and scalability needs. The cost efficiency and scalability of LILT should be carefully assessed to ensure it aligns with the organization’s goals.Potential for Initial Learning Curve
Implementing a new platform, especially one that integrates AI and human workflows, can involve a learning curve. Users may need time to adjust to the new features and workflows, although LILT’s user-friendly interface and support resources can mitigate this issue. In summary, LILT offers significant advantages in terms of efficiency, quality, and integration, but it is important to consider the potential limitations of AI-only translations, the dependence on human feedback, and the need for careful cost and scalability evaluations. Lilt - Comparison with Competitors
When comparing LILT to other AI-driven language tools, several unique features and potential alternatives stand out.
Unique Features of LILT
- Bring-Your-Own (BYO) Model: LILT allows businesses to manage all their AI models in one place, whether they are from LILT, other providers, or their own in-house AI teams. This feature simplifies AI management and improves efficiency.
- Data Labeling: LILT’s Data Labeling module helps create better training data for multilingual AI models. It uses a network of linguists to label and refine data, ensuring high-quality datasets for conversational AI and other applications.
- AI Video Dubbing: LILT’s Instant Video Dubbing feature enables automatic captioning, translation, and dubbing of videos in one step, making it easier to create multilingual videos for global audiences.
- Contextual AI Engine: LILT’s Contextual AI Engine uses in-context learning (ICL) and real-time prompt completion, which eliminates the need for manual retraining cycles and incorporates feedback from human linguists in real-time. This engine outperforms other models like GPT-4 and Google Translate while being more compact.
Enterprise Control and Customization
- LILT offers enhanced enterprise control features such as Enterprise Domains, which allow customers to manage data sets, custom localization models, and workflows specific to their teams and business use cases. It also includes quoting controls and custom file loader enhancements for better cost management and file processing.
Human Verification and Quality Control
- LILT emphasizes quality control through human verification, ensuring that AI-generated content meets high standards. This approach helps in maintaining consistency and accuracy in translations.
Potential Alternatives
DeepL
- Accuracy and Formatting: DeepL is known for its accurate and natural translations, especially in European languages. It maintains the original document’s layout and supports formal and informal tones. However, it has limited language support (only 30 languages) and integration constraints.
- Pricing: DeepL plans start at $8.74 monthly with a 30-day free trial.
Google Translate
- Comprehensive Language Coverage: Google Translate supports over 100 languages and accepts various input types, including text, images, and spoken language. It is highly versatile but may lack cultural context and specialized business features.
- Pricing: Free for general use, with variable, volume-based pricing for business applications through the Cloud Translation API.
Smartling
- Hybrid Approach: Smartling combines AI with human translation, offering a suite of tools for quick translations and complex localization projects. It features advanced workflow automation and automatic quality control, but may require initial setup time and training for teams.
- Pricing: Custom quotes available upon request.
Key Differences
- Customization and Control: LILT stands out with its BYO Model feature and extensive enterprise control options, which are not as prominent in DeepL or Google Translate. Smartling also offers customization but may require more setup and training.
- Quality and Feedback Loop: LILT’s use of human verification and real-time feedback through its Contextual AI Engine sets it apart in terms of quality control and continuous improvement.
- Multimedia Capabilities: LILT’s AI Video Dubbing feature is a unique offering that simplifies the creation of multilingual videos, a feature not as developed in the other tools mentioned.
In summary, while DeepL excels in accuracy and formatting, Google Translate offers broad language coverage, and Smartling provides a hybrid translation approach, LILT’s unique features in model management, data labeling, video dubbing, and quality control make it a strong contender in the AI-driven language tools category.
Lilt - Frequently Asked Questions
Here are some frequently asked questions about Lilt, along with detailed responses:
What are the key features of LILT Translate?
LILT Translate is a computer-aided translation (CAT) editor that offers several key features. It includes Forward and Backward Auto-Propagation, which fills and replaces target text in other segments with matching source content when a segment is confirmed. Other features include the ability to keep the sidebar open, auto-scrolling to the next segment after confirmation, and a translation management system integrated into the platform.Can LILT translate various file types and media?
Yes, LILT Translate supports the translation of a wide range of file types and media, including images, audio files, PDFs, and videos. This allows users to translate different types of content within a single platform, whether it’s a PDF report, an image of a text chart, an audio recording, or a video recording.What is LILT Create and how does it work?
LILT Create is a multilingual content generation product that enables users to quickly create on-brand, locally relevant content in any language. It uses pre-trained guided prompt templates for specific use cases across teams such as Marketing, Sales, Legal, HR, and Support. Users can generate content using integrations with large language models (LLMs) from providers like Amazon Titan-G1, OpenAI GPT3, GPT3.5, and GPT4.How does LILT support model interoperability and fine-tuning?
LILT allows users to translate content using either LILT’s proprietary models or third-party translation models like Google Cloud, DeepL, and Amazon AWS. The LILT Model Builder feature enables the fine-tuning of third-party LLMs using the same quality-verified training data that LILT’s proprietary models use. This can be done with just a few clicks, optimizing model quality over a shorter period.What are the pricing models for LILT services?
LILT’s pricing varies based on the services and features required. For example, LILT Translate is charged per user per year, with discounts available for volume purchases. LILT Instant Translate is also priced per user per year, with incremental discounts for larger user bases. Additionally, there are charges for customizations, ongoing maintenance, and support, as well as for access to the LILT Contextual AI Engine and connectors for content exchange.How does LILT handle plural forms and ICU syntax?
LILT supports automated handling of plural forms using the ICU plurals syntax. Users can upload files with ICU syntax, translate them, and export the translations with correct formatting. This is particularly useful for website pages that need to personalize language based on dynamic values, such as “1 computer” vs “2 computers.”What improvements have been made to existing LILT features?
LILT has made several improvements to its existing features, including translation memory (TM) deduplication, which automatically removes duplicate records during import and export of .TMX files. Other improvements include full document rejection during review without needing complete error annotations, enhanced CAT editor capabilities for the Secondary Review step, and the option to disable whitespace penalties during TM leverage using BatchMT.Does LILT offer any workflow automation tools?
Yes, LILT includes workflow automation tools as part of its standard offering. These tools are designed to streamline the translation process and are included in the pricing for LILT Translate and other services.How does LILT ensure the quality and accuracy of translations?
LILT ensures quality and accuracy through its Contextual AI Engine, which learns the customer’s brand voice and delivers on-brand translations. The platform also allows for instant retraining of models, which helps in reducing translation errors over time. Additionally, LILT’s Verified Translation workflow enables linguists to quickly review and update translations.What kind of support does LILT offer to its users?
LILT provides expert support that includes analysis, design, development, delivery, evaluation, implementation, and service management. This support is available as a separate charge for self-managed deployments and is included in the ongoing maintenance and support fees, which are typically 20% of the agreed LILT licensing fee per year.Are there any resources available to help users get started with LILT?
Yes, LILT offers various resources to help users get started. These include a knowledge base, webinars, blog posts, and an AI Resource Center that provides information on selecting the right AI solution, building a future-proof AI strategy, and using LILT’s products effectively.