# Best Natural Language Generation (NLG) Software - Page 3 *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Natural language generation (NLG) software uses artificial intelligence to interpret structured or unstructured data and automatically present it in easily understood written formats, such as reports, dashboards, or charts, enabling both technical and non-technical users to derive business actions from large data sets. ### Core Capabilities of NLG Software To qualify for inclusion in the Natural Language Generation category, a product must: - Process data and information using [deep learning](https://www.g2.com/categories/deep-learning) - Generate actionable insights from data using deep learning - Present data in an easily digestible manner for both technical and non-technical users ### Common Use Cases for NLG Software Data scientists, analysts, and business users use NLG software to automatically transform complex data into readable, actionable narratives. Common use cases include: - Automatically generating written reports and summaries from large structured or unstructured data sets - Supplementing or supporting data analyst workflows by producing narrative-driven data outputs - Integrating with BI tools to add natural language narration to dashboards and visualizations ### How NLG Software Differs from Other Tools NLG solutions often work in conjunction with [business intelligence software](https://www.g2.com/categories/business-intelligence) or [big data analytics platforms](https://www.g2.com/categories/big-data-analytics) to add automated narrative generation to existing data workflows. Unlike general analytics tools that visualize data, NLG platforms uniquely convert data into written language, making them particularly valuable for organizations that need to communicate data insights to non-technical stakeholders at scale. ### Insights from G2 on NLG Software Based on category trends on G2, the quality of AI-generated narratives and ease of integration with BI platforms stand out as standout features. Time savings in report writing and improved data accessibility for non-technical users as primary outcomes of adoption. ## G2 Grid® for Natural Language Generation (NLG) Software ![G2 Grid® for Natural Language Generation (NLG) Software plotting products by satisfaction and market presence](https://www.g2.com/categories/natural-language-generation-nlg/grids.png?focus%5B%5D=1594735&focus%5B%5D=21473&focus%5B%5D=30623&focus%5B%5D=21459&focus%5B%5D=149354&focus%5B%5D=148231&focus%5B%5D=124685&focus%5B%5D=122867) Highlighted products: Microsoft Copilot, Google Cloud Translation API, Quill, Wordsmith, Anyword, GluonNLP Sentence Generator, Twin, and Alana AI. Underlying data: [Grid® JSON](https://www.g2.com/categories/natural-language-generation-nlg/grids.json?focus%5B%5D=microsoft-microsoft-copilot&focus%5B%5D=google-cloud-translation-api&focus%5B%5D=narrative-science-quill&focus%5B%5D=wordsmith&focus%5B%5D=anyword&focus%5B%5D=gluonnlp-sentence-generator&focus%5B%5D=twin&focus%5B%5D=alana-ai) ## How Many Natural Language Generation (NLG) Software Products Does G2 Track? **Total Products under this Category:** 89 ### Category Stats (Jul 2026) - **Average Rating**: 4.44/5 The average rating of products in this category, based on all submitted ratings *Last updated: July 03, 2026* ## How Does G2 Rank Natural Language Generation (NLG) Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 4,400+ Authentic Reviews - 89+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Natural Language Generation (NLG) Software Is Best for Your Use Case? - **Leader:** [Microsoft Copilot](https://www.g2.com/products/microsoft-microsoft-copilot/reviews) - **Highest Performer:** [Quill](https://www.g2.com/products/narrative-science-quill/reviews) - **Easiest to Use:** [Microsoft Copilot](https://www.g2.com/products/microsoft-microsoft-copilot/reviews) - **Top Trending:** [Alana AI](https://www.g2.com/products/alana-ai/reviews) - **Best Free Software:** [Google Cloud Translation API](https://www.g2.com/products/google-cloud-translation-api/reviews) --- **Sponsored** ### Workvivo Workvivo HQ gives Comms, HR, and IT teams an AI-powered employee experience no traditional intranet can match. With HQ Agent helping every employee find trusted answers and take action in seconds, and Seer turning employee feedback and sentiment into actionable intelligence, Workvivo is the missing link in your AI transformation strategy, driving adoption by making AI useful, accessible, and engaging for every employee. HQ Agent brings conversational and agentic AI into the daily flow of work. Employees can ask questions in natural language, receive concise answers grounded in trusted company sources, search across connected workplace content, and complete everyday tasks without navigating multiple systems. AI-powered summaries, enterprise search, federated knowledge, third-party data connections, and governance controls help organizations make workplace AI useful, secure, and accessible to every employee. AI is also embedded across internal communications and employee engagement. AI Compose helps teams create, personalize, translate, and optimize content, while Catch Me Up gives employees fast, relevant summaries of important updates. AI Podcasts and automated Employee Journeys help organizations deliver more engaging communications and guide employees through key moments such as onboarding, role changes, and promotions. Seer uses AI to transform employee listening into action. It brings together surveys, sentiment analysis, AI-powered comment analysis, engagement data, benchmarking, and workforce insights so leaders can understand what employees need, identify emerging issues, and respond faster. This connects employee voice directly to better communication, engagement, and business decisions. Built for frontline, hybrid, remote, and desk-based workforces, Workvivo acts as the AI-powered digital front door to work. Employees can access company news, conversations, recognition, documents, knowledge, workplace services, and essential tools through one intuitive experience across mobile, desktop, and digital signage—helping organizations drive AI adoption across the entire workforce, not just desk-based teams. Workvivo integrates with the technology organizations already use, including Microsoft 365, Google Workspace, Zoom, Workday, ServiceNow, Salesforce, SAP, Slack, Jira, Okta, and leading HRIS platforms. Trusted by global organizations including Amazon, Ryanair, Bupa, White Castle, and Motherson, Workvivo by Zoom is recognized by customers and industry analysts as a leader in employee engagement, intranet, and internal communications. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1077&secure%5Bchosen_at%5D=2026-07-21T23%3A52%3A29Z&secure%5Bdisplayable_resource_id%5D=1077&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1077&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=116295&secure%5Bresource_id%5D=1077&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fnatural-language-generation-nlg%3Fpage%3D3&secure%5Btoken%5D=381d1653d6eb2755dc20c9465330eaf05fd3ccb950dfb11b4b58a1644f58d757&secure%5Burl%5D=https%3A%2F%2Fwww.workvivo.com%2Flp-hq-digital-workplace%2F%3Futm_source%3Dg2%26utm_medium%3Dpaid-social%26utm_campaign%3Dfy27_gl_paidsocial_g2_wv+hq_clicks_ppc_oisin&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated Natural Language Generation (NLG) Software Products in 2026? ### 1. [Coreworks](https://www.g2.com/products/coreworks/reviews) Coreworks is an AI-powered platform that transforms raw business data into polished reports and presentations, ensuring every figure is fully traceable to its original source. By connecting directly to various data systems, Coreworks automates the creation of comprehensive deliverables, eliminating the need for manual data manipulation and slide assembly. This enables teams to produce meeting-ready documents in minutes, significantly reducing the time and effort traditionally required. Key Features and Functionality: - Automated Insight Identification: Coreworks semantically analyzes your data to detect key trends, anomalies, and performance gaps, highlighting them in your presentations without the need for manual queries. - Editable Canvas: The platform provides a flexible interface where every element—charts, labels, layouts—can be customized to fit your specific needs, allowing for seamless adjustments without complex commands. - Complete Traceability: Each metric in your reports is linked to its exact formula, cell, or data source, enabling you to verify figures effortlessly and ensuring transparency and accuracy. - Brand Integration: Coreworks allows you to upload your brand assets, replicating your design language so that every output aligns with your company's visual identity, moving beyond generic templates. Primary Value and User Solutions: Coreworks addresses the inefficiencies in traditional report and presentation creation by automating the process, thus saving valuable time and resources. It ensures data accuracy and traceability, reducing the risk of errors and enhancing confidence in the presented information. By streamlining the workflow, Coreworks empowers teams to focus on strategic analysis and decision-making rather than getting bogged down by manual tasks. This transformation leads to more efficient operations and more impactful presentations. **Who Is the Company Behind Coreworks?** - **Seller:** [Coreworks](https://www.g2.com/sellers/coreworks) - **Year Founded:** 2025 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/coreworks-ai (15 employees on LinkedIn®) ### 2. [Cresta](https://www.g2.com/products/cresta/reviews) Cresta is an AI-native contact center platform that combines the best of AI and human intelligence to turn every customer conversation into a competitive advantage. Our unified platform powers both human and AI agents across voice and digital channels, helping enterprises discover customer insights and behavioral best practices, automate high-volume conversations and inefficient workflows, and empower every team member to work smarter and faster. Built for large, complex enterprises, Cresta unifies real-time guidance, analytics, and automation so leaders can see exactly what is happening in their contact centers and take action with confidence. Teams use Cresta to uncover what top performers do differently, standardize those behaviors across the organization, and continuously improve experiences without adding manual overhead. From accelerating onboarding and reducing average handle time to improving compliance and consistency, Cresta helps transform the contact center from a cost center into a strategic growth engine. With solutions spanning real-time agent assistance, quality management and coaching, conversation intelligence, and omnichannel AI Agents, Cresta helps enterprises save time and money, differentiate the customer experience, and accelerate revenue growth across the entire customer lifecycle. Cresta powers the world's leading customer experiences for brands like United Airlines, NRG, and Cox Communications. Born out of the Stanford AI Lab and led by executives from Google Contact Center AI, Vertex AI, and OpenAI, Cresta is backed by leading investors including Andreessen Horowitz, Sequoia, and Greylock. **Average Rating:** 4.2/5.0 **Total Reviews:** 43 **How Do G2 Users Rate Cresta?** - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10) **Who Is the Company Behind Cresta?** - **Seller:** [Cresta](https://www.g2.com/sellers/cresta) - **Year Founded:** 2017 - **HQ Location:** San Francisco, CA - **Twitter:** @cresta (1,406 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cresta-inc/ (653 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Hospitality, Leisure, Travel & Tourism - **Company Size:** 44% Mid-Market, 42% Enterprise #### What Are Cresta's Pros and Cons? **Pros:** - Call Recording (2 reviews) - Ease of Use (2 reviews) - Helpful (2 reviews) - Accuracy (1 reviews) - AI Technology (1 reviews) **Cons:** - AI Inaccuracy (2 reviews) - Poor Understanding (2 reviews) - Unclear Understanding (2 reviews) - Accuracy Issues (1 reviews) - AI Dependency (1 reviews) ### What Do G2 Reviewers Say About Cresta? *AI-generated summary from verified user reviews* **Pros:** - Users value the **call recording feature** of Cresta for providing insightful real-time coaching, enhancing productivity significantly. - Users value the **ease of use** of Cresta, enabling quick insights and real-time coaching for improved productivity. - Users value Cresta's **AI analytical ability** for enhancing productivity and providing real-time coaching insights during calls. - Users value the **accuracy** of Cresta, which effectively analyzes calls to provide actionable insights effortlessly. - Users value the **AI analytical ability** of Cresta, which simplifies insights from telephone calls effectively. **Cons:** - Users often face **AI inaccuracy** with Cresta, as it struggles to grasp caller intent effectively. - Users experience **poor understanding** from Cresta's AI, leading to irrelevant questions and a need for significant patience. - Users express that Cresta has an **unclear understanding** of caller intent, leading to irrelevant questions and answers. - Users report **accuracy issues** with Cresta, as it struggles to understand caller intent, leading to irrelevant responses. - Users express concerns about **AI dependency** , noting it requires patience to align with business models effectively. #### What Are Recent G2 Reviews of Cresta? **"[Cresta game changer](https://www.g2.com/survey_responses/cresta-review-11699270)"** **Rating:** 4.5/5.0 stars *— Chad S.* [Read full review](https://www.g2.com/survey_responses/cresta-review-11699270) --- **"[Amazing AI-Powered Coaching Tool](https://www.g2.com/survey_responses/cresta-review-7096658)"** **Rating:** 5.0/5.0 stars *— Emily R.* [Read full review](https://www.g2.com/survey_responses/cresta-review-7096658) --- #### What Are G2 Users Discussing About Cresta? - [What is Cresta used for?](https://www.g2.com/discussions/what-is-cresta-used-for) ### 3. [dataxreports.com](https://www.g2.com/products/dataxreports-com/reviews) DataxReports specializes in transforming complex data into clear, actionable insights to drive smarter business growth. By leveraging Google's analytics ecosystem, the company offers comprehensive services that simplify data analysis and enhance decision-making processes. Key Features and Functionality: - GA4 Expertise: Provides thorough setup, configuration, and auditing of Google Analytics 4 to ensure accurate data collection and event tracking. - Seamless Data Integration: Centralizes marketing and business data by connecting platforms like Facebook Ads, Google Sheets, and CRM systems to Google BigQuery, offering a holistic view of business performance. - Actionable Looker Studio Reports: Develops custom, interactive dashboards in Looker Studio that deliver clear insights, enabling teams to make informed decisions efficiently. - Ready-to-Use Templates: Offers pre-designed templates for Looker Studio, such as GA4 Insights Pro, SEO Overview, and Google Ads reports, facilitating quick and effective data visualization. Primary Value and Solutions: DataxReports addresses common challenges businesses face, including disconnected data sources, lack of actionable reports, and resource-intensive manual data collection. By integrating diverse data streams and providing intuitive reporting tools, DataxReports empowers organizations to make data-driven decisions swiftly, enhancing operational efficiency and strategic planning. **Who Is the Company Behind dataxreports.com?** - **Seller:** [dataxreports.com](https://www.g2.com/sellers/dataxreports-com) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 4. [Dhanarthi](https://www.g2.com/products/dhanarthi/reviews) Dhanarthi is India's first AI-driven financial insight platform designed to simplify complex financial data, enabling investors to make informed decisions swiftly. By transforming intricate balance sheets, ratios, technical indicators, reports, and conference calls into plain-language summaries, Dhanarthi allows users to spend less time analyzing and more time strategizing their investments. Key Features and Functionality: - Instant Financial Report Summaries: Upload any financial PDF or report link to receive concise, actionable insights, eliminating hours of manual research. - Concise Conference Call Analyses: Paste YouTube links or PDFs of earnings calls to obtain summarized highlights, focusing on essential information for investment decisions. - Real-Time Financial Ratio Analysis: Access evaluations of over 40 financial ratios without the need for spreadsheets, providing a clear understanding of a company's financial health. - Advanced Technical Analysis: Utilize more than 20 technical indicators across multiple timeframes to assess market trends, momentum, volatility, and volume, facilitating smarter trading decisions. - Red and Green Flag Indicators: Identify critical financial signals promptly, allowing for quick recognition of potential risks and opportunities. Primary Value and User Solutions: Dhanarthi addresses the challenge of navigating complex financial data by offering AI-powered, natural-language insights that are both understandable and actionable. This approach saves investors significant time—over 40 hours monthly—on report reading, ratio analysis, and technical indicator assessments. Additionally, it provides substantial cost savings compared to hiring analysts or using premium tools. By delivering clear, concise insights, Dhanarthi empowers users to act faster and with greater confidence, ultimately enhancing their investment strategies. **Who Is the Company Behind Dhanarthi?** - **Seller:** [Dhanarthi](https://www.g2.com/sellers/dhanarthi) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/dhanarthi (1 employees on LinkedIn®) ### 5. [Digestdiff](https://www.g2.com/products/digestdiff/reviews) DigestDiff is an AI-powered tool designed to transform your codebase's commit history into insightful narratives, enhancing understanding and collaboration without accessing your actual code. By analyzing commit logs, DigestDiff provides detailed overviews, recaps recent work, and generates comprehensive release notes, all while prioritizing user privacy. Key Features and Functionality: - Codebase Overviews: Crafts clear and informative summaries of your codebase by weaving together commit breadcrumbs, offering insights into authors' contributions and the code's evolution over time. - Work Recaps: Delivers succinct summaries of recent work, ideal for standups, retrospectives, and reports, ensuring accurate and time-saving updates. - Release Notes Generation: Automates the creation of detailed release notes from commit history, allowing customization of tone and style, and enabling easy export in markdown format. Primary Value and User Solutions: DigestDiff addresses the challenge of understanding and communicating a codebase's development journey. It accelerates onboarding by providing new developers with comprehensive overviews, enhances team communication through precise work recaps, and streamlines the release process with automated, customizable notes. By focusing solely on commit history and never accessing the actual code, DigestDiff ensures privacy and security, making it an invaluable tool for development teams seeking efficient and secure insights into their projects. **Who Is the Company Behind Digestdiff?** - **Seller:** [DigestDiff](https://www.g2.com/sellers/digestdiff) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 6. [Foundr](https://www.g2.com/products/foundr/reviews) Myriade is an AI-powered data analyst designed to transform complex datasets into clear, actionable insights without the need for SQL expertise. By simplifying data interaction, Myriade enables users to make smarter, faster decisions effortlessly. Key Features and Functionality: - AI Data Analyst Agent: Processes and analyzes complex datasets to provide immediate, understandable insights. - No SQL Required: Eliminates the need for SQL knowledge, making data analysis accessible to a broader audience. - Instant Information Delivery: Offers real-time answers, enhancing decision-making speed and efficiency. Primary Value and User Solutions: Myriade addresses the challenge of navigating and interpreting complex data by providing an intuitive, AI-driven solution. It empowers users to become data-driven without requiring technical expertise, thereby streamlining workflows and enhancing productivity. By delivering clear insights instantly, Myriade enables users to make informed decisions swiftly, ultimately driving better business outcomes. **Who Is the Company Behind Foundr?** - **Seller:** [Foundr](https://www.g2.com/sellers/foundr) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 7. [Genrpt](https://www.g2.com/products/genrpt/reviews) GenRPT is an AI-powered platform designed to transform complex, scattered data into actionable insights and comprehensive reports at unprecedented speed. By integrating with various data sources—including SQL/NoSQL databases, spreadsheets, documents, and APIs—GenRPT automates the report generation process, delivering analyst-grade outputs complete with summaries, deep dives, charts, tables, and citations. This enables enterprises to make informed decisions swiftly, enhancing operational efficiency and strategic planning. Key Features and Functionality: - Collaborative AI Agents: Specialized AI agents work in unison to collect, analyze, and synthesize data from diverse sources, producing rich, contextual insights. - Data Integration: Seamlessly connects with SQL/NoSQL databases, spreadsheets, documents, web sources, and APIs, unifying disparate data into a cohesive workflow. - Automated Report Generation: Generates comprehensive reports featuring summaries, in-depth analyses, visualizations, and precise citations, reducing manual effort and time. - Governance and Security: Implements robust governance measures, including role-based access control (RBAC), audit logs, and virtual private cloud (VPC) options, ensuring compliance and data security. Primary Value and Problem Solved: GenRPT addresses the challenges enterprises face with delayed and complex report generation due to fragmented data sources and the necessity for specialized expertise. By automating the data collection and analysis process, GenRPT delivers faster, more comprehensive, and highly contextual insights. This acceleration in reporting enables organizations to respond promptly to market changes and regulatory demands, reducing latency-related risks and enhancing decision-making capabilities. Additionally, the platform's emphasis on governance and security ensures that all outputs are verifiable and compliant, meeting the stringent requirements of boards and regulators. **Who Is the Company Behind Genrpt?** - **Seller:** [GenRPT](https://www.g2.com/sellers/genrpt) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 8. [GitLoom](https://www.g2.com/products/gitloom/reviews) GitLoom is an AI-powered tool designed to transform GitHub activity into professional, client-ready reports. By analyzing development data, it generates concise summaries, release notes, and progress updates, enabling teams to communicate technical progress effectively to stakeholders without manual effort. Key Features and Functionality: - Activity Dashboard: Provides a comprehensive view of team development activities, including pull requests, commits, reviews, and cycle times, all consolidated into a single interface. - AI-Generated Updates: Automatically produces intelligent progress summaries by analyzing development data, saving time on manual reporting. - Recurring Reports: Allows scheduling of automated reports to keep teams and stakeholders informed on a regular basis, with customizable templates and flexible delivery options. - Needs Attention Alerts: Identifies and flags pull requests or tasks that require immediate action, ensuring nothing slips through the cracks. - Secure Integration: Connects to GitHub repositories with read-only access, ensuring source code remains secure while providing valuable insights. Primary Value and User Solutions: GitLoom addresses the challenge of translating complex development activities into clear, actionable insights for non-technical stakeholders. By automating the reporting process, it reduces the time developers spend on manual updates, enhances transparency, and improves communication within teams and with clients. This leads to better decision-making, streamlined workflows, and a more cohesive understanding of project progress across all parties involved. **Who Is the Company Behind GitLoom?** - **Seller:** [GitLoom](https://www.g2.com/sellers/gitloom) - **Year Founded:** 2025 - **HQ Location:** Tallinn, EE - **LinkedIn® Page:** https://www.linkedin.com/company/gitloom/ (29 employees on LinkedIn®) ### 9. [Gptforforms](https://www.g2.com/products/gptforforms/reviews) GPT for Forms is an AI-powered tool designed to streamline the creation of quizzes and forms directly within Google Forms. By leveraging advanced language models, it enables users to generate quizzes from any text in less than a second, making it ideal for educators, recruiters, and professionals seeking efficient form creation. Key Features and Functionality: - Rapid Quiz Generation: Instantly create quizzes by inputting any text, saving time and effort. - Seamless Integration: Operates within Google Forms, ensuring a familiar and user-friendly experience. - Versatile Applications: Suitable for crafting interview questions, student assessments, and engaging quizzes. - Customizable Output: Allows users to specify the number of questions and tailor content to specific needs. Primary Value and User Solutions: GPT for Forms addresses the challenge of time-consuming quiz and form creation by automating the process through AI. This not only enhances productivity but also ensures consistency and accuracy in the generated content. Users can focus more on content quality and less on the mechanics of form creation, leading to more effective assessments and data collection. **Who Is the Company Behind Gptforforms?** - **Seller:** [GPT for forms](https://www.g2.com/sellers/gpt-for-forms) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 10. [Groupt](https://www.g2.com/products/groupt/reviews) Groupt is an AI-powered analytics platform designed to simplify the categorization of qualitative data, such as survey responses and user feedback. By uploading a CSV file, users receive visualizations that reveal response groupings, categories, and actionable insights, facilitating enhanced decision-making. Key Features and Functionality: - Data Categorization: Automatically organizes qualitative data into meaningful categories. - Visualization Tools: Provides clear visual representations of data groupings and insights. - High Accuracy: Delivers categorization accuracy of up to 100%. - User-Friendly Interface: Allows easy CSV file uploads without requiring a credit card for free accounts. - Flexible Plans: Offers a free trial with a 100-row CSV limit and a Pro plan at $18.99/month with lifted row limits and full AI analysis. Primary Value and User Solutions: Groupt addresses the challenge of managing and interpreting large volumes of qualitative data by transforming complex information into clear, actionable insights. This enables businesses and researchers to make informed decisions based on organized and visualized data, streamlining the analysis process and enhancing overall efficiency. **Who Is the Company Behind Groupt?** - **Seller:** [Groupt](https://www.g2.com/sellers/groupt) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 11. [Hingegpt](https://www.g2.com/products/hingegpt/reviews) HingeGPT is an online tool designed to generate opening lines for the dating app Hinge. By leveraging artificial intelligence, it assists users in crafting conversation starters to enhance their online dating experience. Key Features and Functionality: - AI-Generated Openers: Utilizes advanced language models to create unique opening lines tailored for Hinge interactions. - User-Friendly Interface: Offers a straightforward platform where users can input prompts and receive generated lines instantly. - Privacy Assurance: Ensures user data is not stored, maintaining confidentiality and trust. Primary Value and User Benefit: HingeGPT addresses the common challenge of initiating conversations on dating platforms by providing users with creative and engaging opening lines. This tool aims to reduce the anxiety associated with starting conversations, thereby increasing the likelihood of meaningful connections on Hinge. **Who Is the Company Behind Hingegpt?** - **Seller:** [HingeGPT](https://www.g2.com/sellers/hingegpt) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 12. [INQU-AI](https://www.g2.com/products/inqu-ai/reviews) INQU-AI is a no-code, AI-powered platform designed to simplify data analytics and dashboard creation for businesses across various sectors. It enables users to build interactive dashboards and query SQL databases using natural language, eliminating the need for complex coding or reliance on IT departments. Key Features and Functionality: - No-Code AI Dashboards: Users can create and customize dashboards by dragging and dropping business widgets, allowing for real-time tracking of key performance indicators (KPIs). - Natural-Language SQL Queries: The platform's Retrieval-Augmented Generation (RAG) engine automatically generates SQL queries from natural language inputs, providing visual results with a single click. - Flexible Deployment Options: INQU-AI offers three deployment models to suit different infrastructure needs: - Cloud SaaS: Fully hosted by INQU-AI with automatic updates and immediate access. - Semi-On-Premise: A hybrid model featuring a local query module, ensuring data sovereignty and GDPR compliance. - On-Premise: Entirely hosted on the client's infrastructure, ideal for industries with stringent security requirements. - Data Confidentiality and Compliance: The platform ensures that no data is exported externally, maintaining full control over access and data, and adheres to GDPR regulations with sovereign hosting in France and the EU. Primary Value and User Solutions: INQU-AI addresses common challenges in data analytics by providing a user-friendly, no-code solution that empowers business teams to access and interpret data independently. By enabling natural language queries and intuitive dashboard creation, it reduces the dependency on IT departments, accelerates decision-making processes, and enhances operational efficiency. The platform's flexible deployment options and commitment to data security make it suitable for a wide range of industries, including retail, finance, insurance, and manufacturing. **Who Is the Company Behind INQU-AI?** - **Seller:** [INQU-AI](https://www.g2.com/sellers/inqu-ai) - **Year Founded:** 2024 - **HQ Location:** Lille, FR - **LinkedIn® Page:** https://www.linkedin.com/company/inqu-ai (2 employees on LinkedIn®) ### 13. [JUISCI](https://www.g2.com/products/juisci/reviews) Juisci SaaS model reinvents the way healthcare professionals interact with evidence-based content. **Who Is the Company Behind JUISCI?** - **Seller:** [JUISCI](https://www.g2.com/sellers/juisci) - **Year Founded:** 2021 - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/juisci (37 employees on LinkedIn®) ### 14. [LASER AI](https://www.g2.com/products/laser-ai/reviews) Laser AI is a software tool that enhances the speed and quality of systematic reviews. By accelerating screening time, reducing workload, and ensuring adherence to security and privacy standards, the tool saves time and provides a valuable tool for organisations. The tool has an intuitive interface that requires no training which makes its accessibility to researchers of all levels a formidable component to successful reviews. With features like Focus Mode and Highlighting Keywords, researchers can streamline their screening process, receive model suggestions, and prioritize relevant references using AI models. Researchers have complete control, however, with audit trails, reference management, and search capabilities. Any recommendation made by the AI models is left entirely in your team's hands. **Average Rating:** 4.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind LASER AI?** - **Seller:** [EVIDENCE PRIME](https://www.g2.com/sellers/evidence-prime) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of LASER AI? **"[The best review tool](https://www.g2.com/survey_responses/laser-ai-review-9761294)"** **Rating:** 4.0/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/laser-ai-review-9761294) --- ### 15. [Loyae](https://www.g2.com/products/loyae/reviews) Loyae optimizes websites for better rankings & organic traffic, enhancing your online presence. **Who Is the Company Behind Loyae?** - **Seller:** [Loyae](https://www.g2.com/sellers/loyae) - **Year Founded:** 2014 - **HQ Location:** Bay Area, US - **LinkedIn® Page:** https://www.linkedin.com/company/loyae (2 employees on LinkedIn®) ### 16. [Midas AI](https://www.g2.com/products/midas-ai/reviews) Midas AI is an advanced, AI-powered research platform designed to streamline the process of equity analysis for professional investors. By integrating financial filings, earnings calls, broker research, and proprietary documents, Midas AI enables users to generate high-quality, source-backed reports in minutes. This platform is tailored to meet the nuanced demands of investment research, offering audit-ready outputs with direct source citations, thereby eliminating the need for extensive manual prompting or oversight. Key Features and Functionality: - Adaptive Dashboard: Provides a customizable interface that surfaces critical alpha signals, including insights such as Q&A gaps, peer inconsistencies, and guidance credibility. - Automated Workflows: Continuously updates with new filings, ensuring that users have access to the most current information without manual intervention. - Real-Time News Alerts: Delivers contextual news updates tied directly to the user's active coverage, keeping them informed of relevant developments as they happen. - Instant Client-Ready Reports: Generates polished reports that are ready to share with clients or leadership, complete with source citations for transparency and credibility. - Collaborative Tools: Facilitates real-time sharing, commenting, and editing among team members, enhancing collaborative research efforts. - Seamless Integration: Ensures that reports automatically refresh with the latest data and citations, maintaining synchronization across all users. Primary Value and User Solutions: Midas AI addresses the common challenges faced by equity analysts, portfolio managers, and associates by transforming information overload into actionable, investment-grade insights. The platform enables users to: - Efficiently Identify Key Signals: Cuts through the noise to highlight the most pertinent information for their coverage areas. - Conduct Comprehensive Analyses: Allows for cross-document and cross-company analysis, enabling users to track trends and themes across various filings, calls, and presentations in a unified view. - Proactively Detect Risks: Identifies critical changes and emerging risks before they become apparent, allowing for timely decision-making. - Uncover Hidden Gaps: Highlights blind spots in research coverage, ensuring a more thorough analysis. - Ensure Transparency and Traceability: Links every insight back to its original source, providing a clear audit trail and eliminating guesswork. - Integrate with Existing Workflows: Exports data and insights directly into the tools already in use by the team, facilitating a smooth integration into existing processes. By leveraging Midas AI, investment professionals can significantly enhance the efficiency, accuracy, and depth of their research, leading to more informed investment decisions and a competitive edge in the market. **Who Is the Company Behind Midas AI?** - **Seller:** [Midas AI](https://www.g2.com/sellers/midas-ai) - **Year Founded:** 2023 - **HQ Location:** London, GB - **LinkedIn® Page:** https://www.linkedin.com/company/getmidasai (9 employees on LinkedIn®) ### 17. [msgmate.io](https://www.g2.com/products/msgmate-io/reviews) Msgmate generates images for an enhanced chat experience in messaging apps. **Who Is the Company Behind msgmate.io?** - **Seller:** [msgmate.io](https://www.g2.com/sellers/msgmate-io) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 18. [Paper Visualizer](https://www.g2.com/products/paper-visualizer/reviews) The arXiv Paper Visualizer is an innovative tool designed to transform traditional research papers into interactive visual representations, enhancing comprehension and engagement for researchers and readers alike. By converting complex textual information into dynamic visual formats, this tool facilitates a more intuitive understanding of scholarly content. Key Features and Functionality: - Interactive Visualizations: Converts static research papers into interactive diagrams and charts, allowing users to explore data and concepts dynamically. - Enhanced Comprehension: Simplifies complex information through visual aids, making it easier to grasp intricate research findings. - User-Friendly Interface: Offers an intuitive platform that requires minimal technical expertise, enabling seamless navigation and interaction. - Customization Options: Allows users to tailor visualizations to their specific needs, enhancing the relevance and clarity of the presented information. Primary Value and Problem Solved: The arXiv Paper Visualizer addresses the challenge of digesting dense and complex research papers by providing an interactive visual approach. This not only accelerates the learning process but also makes scholarly content more accessible to a broader audience, including those who may find traditional academic texts daunting. By bridging the gap between complex research and user-friendly presentation, it empowers users to engage with and understand scientific literature more effectively. **Who Is the Company Behind Paper Visualizer?** - **Seller:** [Paper Visualizer](https://www.g2.com/sellers/paper-visualizer) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 19. [pdf → gpt](https://www.g2.com/products/pdf-gpt-pdf-gpt/reviews) pdf2gpt is an innovative tool designed to efficiently summarize large PDF documents using advanced GPT (Generative Pre-trained Transformer) technology. It enables users to extract key insights and concise summaries from extensive PDFs, streamlining the process of information retrieval and comprehension. Key Features and Functionality: - Automated Summarization: Utilizes GPT to generate concise summaries of lengthy PDF documents. - User-Friendly Interface: Offers an intuitive platform for uploading PDFs and receiving summaries. - Time Efficiency: Reduces the time required to digest large volumes of information. - Accuracy: Provides reliable and coherent summaries that capture the essence of the original content. Primary Value and User Solutions: pdf2gpt addresses the challenge of processing and understanding large PDF documents by offering quick and accurate summaries. This solution is particularly beneficial for professionals, researchers, and students who need to extract essential information without reading entire documents, thereby enhancing productivity and decision-making. **Who Is the Company Behind pdf → gpt?** - **Seller:** [pdf → gpt](https://www.g2.com/sellers/pdf-gpt-6c22291b-e73f-48c6-b99e-c305c69a9a98) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 20. [Percy Lab](https://www.g2.com/products/percy-lab/reviews) Percy Lab is an advanced text manipulation tool that integrates seamlessly with OpenAI's ChatGPT, including compatibility with the GPT-3.5-turbo API. It offers a robust "Flows" system, enabling users to define custom sequences of OpenAI API calls, thereby enhancing the efficiency and structure of text generation tasks. Key Features and Functionality: - Flows System: Allows creation of custom sequences for OpenAI API calls, facilitating tailored text generation processes. - SEO Text Generation: Combines ChatGPT's capabilities with a system designed specifically for SEO and writing, enabling the production of optimized content. - Bulk Text Generation: Capable of generating 2,500-word texts in under a minute by executing multiple OpenAI calls simultaneously. - Structured Content Creation: Provides tools to define clear text structures, such as specific headings and subheadings, ensuring organized and coherent outputs. - Traceability: Offers detailed tracking of each render, allowing users to visualize which prompts generated specific texts. Primary Value and User Solutions: Percy Lab addresses the need for rapid, scalable, and structured text generation, particularly for SEO and content writing professionals. By leveraging its Flows system and bulk generation capabilities, users can produce high-quality, organized content efficiently, saving time and enhancing productivity. The platform's traceability feature ensures transparency and control over the text generation process, allowing for precise adjustments and refinements. **Who Is the Company Behind Percy Lab?** - **Seller:** [Percy Lab](https://www.g2.com/sellers/percy-lab) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 21. [Personabuilder](https://www.g2.com/products/personabuilder/reviews) PersonaBuilder.co is an AI-powered platform designed to help businesses create detailed buyer personas and gain actionable marketing insights. By analyzing business data and market information, it generates comprehensive customer profiles, including psychographic details, behavioral patterns, and precise market segmentation. This enables companies to tailor their marketing strategies effectively, ensuring they resonate with their target audience. Key Features and Functionality: - AI-Powered Persona Generation: Utilizes artificial intelligence to transform business data into detailed buyer personas, saving time and effort compared to manual research. - Comprehensive Persona Profiles: Provides extensive data points for each persona, including demographics, psychographics, needs, motivations, and behaviors, offering a deep understanding of the target audience. - Competitor Analysis: Generates detailed market and competitor insights to inform strategic decisions. - Content Strategy Development: Assists in creating data-driven content and SEO strategies tailored to each persona. - Persona Validation: Offers real-time validation through AI-powered conversations, allowing businesses to test ideas and refine their approach. - Conversion Optimization: Identifies and addresses funnel bottlenecks to enhance marketing effectiveness. - Brand Development: Helps in crafting comprehensive brand positioning and guidelines aligned with target personas. - Real-Time Insights: Provides instant feedback through scenario testing, enabling agile adjustments to marketing strategies. Primary Value and Problem Solved: PersonaBuilder.co addresses the challenge of understanding and effectively targeting the right audience. By automating the creation of detailed buyer personas and providing actionable insights, it empowers businesses to develop personalized marketing strategies that drive engagement and sales. This leads to improved marketing efficiency, better resource allocation, and a higher return on investment. **Who Is the Company Behind Personabuilder?** - **Seller:** [PersonaBuilder.co](https://www.g2.com/sellers/personabuilder-co) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 22. [Pidgeon](https://www.g2.com/products/pidgeon/reviews) Pidgeon is an AI-powered news aggregator designed to streamline how users stay informed. By analyzing trending topics, it delivers concise, comprehensive summaries of significant stories, eliminating the need to browse multiple sites. This approach ensures users receive essential news efficiently, free from distractions and advertisements. Key Features: - AI-Powered Summaries: Each story is distilled into a clear, comprehensive summary, allowing users to grasp the essence of news quickly. - Audio Digests: AI-narrated summaries enable users to listen to daily news while commuting, exercising, or multitasking. - Instant Translation: Leveraging iOS 18's built-in Translation API, stories and digests can be consumed in multiple languages. - Powerful Filters: Users can fine-tune their feed with advanced filters for countries, categories, and topics, ensuring a personalized reading experience. - Global Coverage: Pidgeon provides a complete picture with stories from multiple countries and offers different perspectives through related articles from diverse sources. - Daily Digest: A curated selection of the day's most important stories, ideal for catching up in a short amount of time. - Offline Reading: Stories are stored on the device, allowing users to read news even without an internet connection. Primary Value and User Solutions: Pidgeon addresses the challenge of information overload by delivering only the most relevant news, helping readers save time while expanding their news horizon. Its clean, distraction-free interface ensures a superior reading experience without ads or clickbait. By offering personalized content through customizable filters and providing multiple perspectives on global events, Pidgeon empowers users to stay informed efficiently and effectively. **Who Is the Company Behind Pidgeon?** - **Seller:** [Pidgeon](https://www.g2.com/sellers/pidgeon) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 23. [Policiesbyai](https://www.g2.com/products/policiesbyai/reviews) Policiesbyai is an AI-powered platform designed to streamline the creation of comprehensive and customized policies for businesses and organizations. By leveraging advanced artificial intelligence, it simplifies the traditionally complex and time-consuming process of policy drafting, ensuring accuracy and compliance with relevant regulations. Key Features and Functionality: - Automated Policy Generation: Utilizes AI to draft policies tailored to specific organizational needs. - Customization Options: Allows users to modify and adapt policies to align with unique business requirements. - Compliance Assurance: Ensures that generated policies adhere to current legal and regulatory standards. - User-Friendly Interface: Provides an intuitive platform for easy navigation and policy management. - Time Efficiency: Significantly reduces the time required to develop and implement policies. Primary Value and Problem Solved: Policiesbyai addresses the challenge of creating accurate and compliant policies by automating the drafting process. This not only saves time and resources but also minimizes the risk of human error, ensuring that organizations maintain up-to-date and legally sound policies. By simplifying policy creation, it enables businesses to focus more on their core operations while maintaining regulatory compliance. **Who Is the Company Behind Policiesbyai?** - **Seller:** [PoliciesByAI - Free Privacy Policy and Terms of Service Generator](https://www.g2.com/sellers/policiesbyai-free-privacy-policy-and-terms-of-service-generator) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 24. [Quantera](https://www.g2.com/products/quantera/reviews) Quantera is an AI-powered platform designed to revolutionize equity research and financial analysis for professionals, analysts, and asset managers. By transforming vast amounts of unstructured financial data into actionable insights, Quantera enables users to make smarter, faster, and more impactful decisions. The platform integrates seamlessly with existing data sources, automates workflows, and delivers precise, real-time analyses, thereby enhancing productivity and decision-making processes. Key Features and Functionality: - Automated Data Processing: Quantera connects to various data feeds, including internal files, web searches, and paid subscriptions, to automate the research function. - Rapid Due Diligence: The platform transforms weeks of data room analysis into minutes by reading, understanding, and extracting key metrics from thousands of documents simultaneously. - Precision-Grade Financial Extraction: Quantera's AI agents identify and extract exact valuations, cash flows, and risk metrics with high accuracy, eliminating human error from critical investment decisions. - Alpha Discovery Engine: The platform uncovers hidden investment opportunities and red flags that manual analysis might miss, providing a competitive edge in deal sourcing and evaluation. - Customizable Reports: Users can build diligence reports tailored to their in-house formats and export them to MS Word, giving analysts a running start. - Integration Capabilities: Quantera integrates with existing software and databases, ensuring users make the most of their data. Primary Value and Solutions: Quantera addresses the inefficiencies in traditional financial research by automating data collection and analysis, allowing professionals to focus on high-value knowledge work. The platform's AI-driven approach reduces the time required for due diligence, enhances the accuracy of financial extractions, and uncovers insights that might be overlooked in manual processes. By integrating seamlessly with existing data sources and providing customizable reporting, Quantera empowers financial professionals to make informed decisions swiftly, thereby preserving human potential and applying it where it's best. **Who Is the Company Behind Quantera?** - **Seller:** [Quantera.ai (buildspace s5)](https://www.g2.com/sellers/quantera-ai-buildspace-s5) - **HQ Location:** Stockholm, SE - **LinkedIn® Page:** https://www.linkedin.com/company/quanteraai (5 employees on LinkedIn®) ### 25. [Reken](https://www.g2.com/products/reken/reviews) Reken is an AI and cybersecurity firm dedicated to developing innovative platforms and products designed to combat threats posed by generative AI technologies. Founded in 2024 and headquartered in San Francisco, California, Reken focuses on safeguarding organizations against advanced cyber threats such as deepfake social engineering and autonomous fraud. **Who Is the Company Behind Reken?** - **Seller:** [Reken](https://www.g2.com/sellers/reken) - **Year Founded:** 2024 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/reken-ai/ (9 employees on LinkedIn®) ## What Is Natural Language Generation (NLG) Software? [Natural Language Processing (NLP) Software](https://www.g2.com/categories/natural-language-processing-nlp) --- ## How Do You Choose the Right Natural Language Generation (NLG) Software? ### What You Should Know About Natural Language Generation (NLG) Software ### What is NLG software? Natural language generation software uses artificial intelligence technology to generate natural written or spoken language text that people can understand. It analyzes [structured and unstructured data](https://www.g2.com/articles/structured-vs-unstructured-data#structured) sets to transform that information into natural-sounding human language.  For instance, NLG software can turn financial data into an earnings report or sports data into a match summary. It can also interpret user intent by analyzing customer input and generating personalized responses, eliminating the need for manual intervention. This functionality enables voice assistants and [chatbots](https://www.g2.com/glossary/chatbot-definition) to respond with a human touch.  ### What are the common features of natural language generation software? NLG software solutions have robust features and components for converting data into contextual content.  - **Text generation:** The primary function of NLG software is to produce natural language text from structured data and other knowledge sources. The generated text comes in many forms, like reports, summaries, emails, and presentations. - **Contextual understanding:** NLG software tools can understand the user intent behind a command or query and provide a contextual response in a human-like language. This ability improves system and user communication by providing personalized answers. - **Enhancing data visualization.** When integrated with visualization tools, natural language generation software can create reports, including textual summaries and visual representations. It writes descriptive narratives to accompany visuals, like charts and graphs, making complex data accessible to a broader audience. - **Automated document creation.** With NLG technology, users can create documents without any manual effort. The software takes input in the form of structured data and creates a draft based on the user’s chosen template. - **Language variation:** This feature allows NLG software to generate text in different styles and languages, which is especially useful for businesses communicating with different groups. ### Types of NLG software  NLG software is broadly classified into two types: standalone solutions and built-in tools. Both serve different purposes.  - **Standalone NLG:** Standalone solutions operate independently; they come with their own user interfaces instead of being tied to a specific platform. More flexible than their counterparts, they can be used for various content generation needs like creating reports, writing articles, and composing product descriptions. - **Built-in NLG:** These are integrated into larger software platforms like analytics or business intelligence. They provide context-specific text generation within the environment of the existing application, enhancing its overall functionality. ### Key benefits of natural language generation software NLG software improves data handling and communication for organizations, both internally and externally. More of its advantages are described here. - **Easy-to-digest data:** NLG software translates complex data into natural language, making it easy for individuals without specialized [data analysis](https://www.g2.com/articles/data-analysis-process) skills to understand. As such, users grasp data insights more easily.   - **Plain language interface:** NLG tools generate content in human-like language, which is simple, natural, and free from specialized terminology. This helps businesses reach a wider audience. - **Content creation assistance:** NLG automates writing tasks by processing structured data and producing contextually relevant content. It’s a powerful tool for scaling up the content creation workflow, and it also helps generate reports, product descriptions, summaries, emails, and other content forms. - **Less manual effort:** Since NLG automates the content creation process, it reduces the need for human intervention. It frees up human resources and allows your team to focus on more strategic and creative tasks without hampering the volume of consistent content flow. ### Natural language generation vs. natural language processing  vs. natural language understanding  NLP, NLG, and NLU are all closely related concepts under the umbrella of AI. They work together to produce effective communication between machines and humans. However, each differs slightly in functionality, i.e., how computers handle human language. **NLG** is all about generating natural language text from complex data sets, whereas [NLU](https://www.g2.com/categories/natural-language-understanding-nlu) focuses specifically on understanding natural language. For instance, NLU is used in voice assistants like Siri or Google Assistant to respond to commands and queries by understanding user intent. [NLP](https://www.g2.com/articles/natural-language-processing) is the broader field encompassing both generation and understanding of natural language. It facilitates communication between the user and the system by enabling the tech to understand, interpret, and respond to human language. Common use cases of NLP include speech recognition and machine translation.  ### Who uses natural language generation software? Anyone looking to transform structured data into intelligible textual content can use NLG software. It's especially valuable for industries that require consistent data-driven content creation or personalized communications with their stakeholders. - **Analysts:** Business, financial, and data analysts use NLG software to generate reports and summaries. NLG makes data more accessible and understandable, so it’s easy to discover trends and communicate numbers with all stakeholders.  - **Content creators:** NLG systems are useful for churning out large volumes of high-quality content, which makes it an essential tool for today’s creators. They can use NLG’s automation tactics for writing social media copy, blog posts, and product descriptions while maintaining a consistent brand message. - **Department heads:** NLG software enables department heads to improve efficiency and communication within their teams and beyond. They use it for tracking and sharing metrics and facilitating data-driven decisions across the organization. ### NLG software pricing The price for natural language generation software depends greatly on the project scope, features, and vendor. Factors like customization, training and implementation, maintenance, and storage also affect the overall cost of the product. Depending on the needs and financial preferences of the user, there are mainly two kinds of pricing models for NLG software.  - **Add-on:** Some platforms offer core services and allow customers to upgrade by purchasing NLG features as add-ons. This model is structured on a monthly fee plus the base subscription cost. It enables a customized user experience that only includes features as needed. - **Included:** In other cases, some platforms incorporate NLG as a part of their standard offerings and charge no additional fee. Under this pricing model, the base cost is high, but NLG features are a part of the subscription fee. It also simplifies billing and can work for extensive users.  If you don’t need NLG that often, then purchasing it as an add-on is more cost-effective and flexible. It’s usually billed on a monthly fee subscription model. On the other hand, if NLG is essential for daily operations, a standard subscription included with the platform will be more beneficial. #### ROI for NLG software You can assess your return on investment for NLG software through factors that contribute to the overall value and benefits derived from its implementation.  - **Ease of use:** Since NLG software is easy to use, more people can apply it without needing training. - **Time saved:** The automation of content creation saves significant time and cost because fewer human resources are required to generate data-driven reports and other documents. - **Scalability:** With NLG software, organizations scale up their content production without requiring additional resources. This results in higher production output, but costs remain the same. - **Productivity:** Without the need to constantly write and create, employees can focus on tasks that drive value and lead to profitable business outcomes. ### Challenges with natural language generation tools Despite the many benefits and applications of NLG software, it presents some challenges. - **Adoption:** Integrating NLG software with existing systems requires significant time and resources. Employees may also resist learning new technologies.  - **Consistency of output:** Businesses need consistency in their content for branding purposes. However, NLG software sometimes struggles with maintaining a consistent voice and writing style, especially on eclectic topics for diverse audiences. In addition, factors like language complexity and scalability also create inconsistencies. - **Quality control:** NLG software needs high-quality data to produce accurate outputs. If the data is not up to standards or unavailable altogether, creating content becomes arduous. For instance, [AI biases](https://www.g2.com/glossary/algorithmic-bias-definition) can appear due to prejudices in the training data, which affects the accuracy and quality of generated text. ### What are the alternatives to NLG software? These alternatives to NLG software can replace it, at least partially, if not fully. - [**Analytics platforms**](https://www.g2.com/categories/analytics-platforms) collect, analyze, and visualize data from different resources. They provide features like data visualization, reporting, and statistical analysis to uncover patterns, trends, and insights. Many analytics platforms also offer a basic level of narrative explanation alongside data visualizations for accessible communication. - [**AI chatbots**](https://www.g2.com/categories/ai-chatbots) are automated messaging systems that conduct interactive human conversations. They interpret user inputs, process requests, and respond in natural language. AI, machine learning, and NLP technology are all used to understand questions and generate relevant replies. ### Which companies should buy natural language generation software? NLG software is especially useful for companies that manage large volumes of data and need coherent narrative insights from it.  - **E-commerce and retail organizations:** These companies can use NLG solutions to generate large volumes of content, like product descriptions, reviews, and sales reports. These tools can also process customer data to provide tailored shopping experiences and write content for different consumer groups. - **Financial institutions:** NLG software helps banks and financial institutes by creating automated financial reports and investment summaries. It also makes it easier to communicate financial insights to clients and stakeholders across the board. - **Healthcare:** By using NLG software, healthcare providers can interpret complex medical and clinical data and generate reports, patient summaries, and other content based on electronic health records. - **Marketing and advertising agencies:** NLG software produces data-driven and creative ad copies, email campaigns, and social media content. Its performance reports help you tap into data insights. ### How to choose natural language generation software Choosing the right natural language software requires the following steps. #### Identify business needs and priorities Stakeholders must start by evaluating the areas within their organization where NLG can add value, whether it's automating report generation, enhancing content creation, or improving customer interaction. Understanding business goals and testing the technical proficiency of the staff is crucial. #### Choose the necessary technology and features The next step is finding solutions that carry the technology and features aligned with your needs. NLG software with comprehensive language models produces coherent and accurate text. Customization and flexibility are essential to achieve the desired tone and style of content. Data integration helps connect existing databases and resources. Businesses with regional and worldwide operations appreciate the multilingual service. #### Review vendor vision, roadmap, viability, and support Once features are identified, stakeholders must explore and narrow their vendor choices. Examining product roadmap, vendor's business mission, viability, and customer support are good starting points. Market stability and user reviews are also essential factors for long-term planning.  #### Evaluate the deployment and pricing model When considering software deployment, businesses have to weigh the benefits of cloud-based versus on-site solutions versus a hybrid model. Evaluate factors like flexibility, control, compliance, and security, along with the licensing fees and subscription costs. The pricing model should be transparent and scalable. #### Put it all together Finally, stakeholders must take all considerations and create an actionable plan. This step involves identifying potential risks, taking feedback from end users, and conducting a final evaluation to choose the best solution that aligns with business objectives, priorities, and budget. ### Natural language generation software trends - **The rise of NLP and conversational AI:** NLP advancements have improved contextual understanding, interpretation, and generation of human language, allowing NLG software to generate more relevant and coherent text. This is particularly vital in conversational AI used in chatbots and [virtual assistants](https://www.g2.com/categories/intelligent-virtual-assistants) for understanding user intent and maintaining context. - **User-friendly conversational interface:** The success of platforms like ChatGPT highlights the importance of user-friendly chat platforms. It increased the adoption and integration of NLG technology into diverse applications. The interface allows users to communicate with the system using natural language, even if unfamiliar with complex commands and interfaces.  ### Software and services related to NLG Software Related solutions that can be used together with NLG software include those discussed here. - [**AI writing assistants**](https://www.g2.com/categories/ai-writing-assistant) **:** These tools offer many features to help users with content generation and optimization, like grammar and spelling checks, style suggestions, and tone analysis. With the help of AI writing assistants, NLG-generated text can be refined and improved for quality, ensuring it meets defined standards.  - [**Chatbots**](https://www.g2.com/categories/chatbots) **:** Chatbots operate on a set of predetermined rules and conduct more guided human conversations as compared to AI chatbots. With NLG technology, chatbots can generate contextually appropriate and personalized responses to give users a natural and less restrained conversational experience. _Researched and written by_ [_Matthew Miller_](https://research.g2.com/insights/author/matthew-miller) _Reviewed and edited by_ [_Aisha West_](https://www.linkedin.com/in/westeawest/)