Best Natural Language Generation (NLG) Software - Page 3

How Many Natural Language Generation (NLG) Software Products Does G2 Track?

Total Products under this Category: 90

Category Stats (Sep 2026)

  • Average Rating: 4.4/5 (↓0.04 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Microsoft Copilot (+3.42%) - Among all products in this category, Microsoft Copilot recorded the largest rating increase compared to last month

Last updated: September 15, 2026

How Does G2 Rank Natural Language Generation (NLG) Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 4,600+ Authentic Reviews
  • 90+ 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.

G2 Grid® for Natural Language Generation (NLG) Software

G2 Grid® for Natural Language Generation (NLG) Software plotting products by satisfaction and market presence

Highlighted products: Microsoft Copilot, Google Cloud Translation API, Quill, Wordsmith, Anyword, Twin, GluonNLP Sentence Generator, and Alana AI.

Underlying data: [Grid® JSON](https://www.g2.com/categories/natural-language-generation-nlg/grids.json?focus%5B%5D=microsoft-copilot-2026-08-27&focus%5B%5D=google-cloud-translation-api&focus%5B%5D=narrative-science-quill&focus%5B%5D=wordsmith&focus%5B%5D=anyword&focus%5B%5D=twin&focus%5B%5D=gluonnlp-sentence-generator&focus%5B%5D=alana-ai)

AI Lawyer

AI Lawyer 2.0: Provides real-time legal assistance for consumers and supports attorneys with automated co-piloting features.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind AI Lawyer?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About AI Lawyer?

AI-generated summary from verified user reviews

Pros
  • Users find the AI Lawyer affordable, appreciating the time and cost savings for legal document creation.
  • Users find AI Lawyer's ease of use invaluable for quickly creating compliant contracts and accessing legal information.
  • Users find the document builder of AI Lawyer to be a valuable time and money saver for contract creation.
  • Users find AI Lawyer to be a time-saving tool for creating compliant contracts efficiently and easily.
Cons
  • Users express concerns about privacy issues regarding the security of documents generated by AI Lawyer.
  • Users report concerns about translation accuracy, as responses may not align with user language or context expectations.

What Are Recent G2 Reviews of AI Lawyer?

Cresta

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: 4.3/5.0

Total Reviews: 46

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
  • Year Founded: 2017
  • HQ Location: San Francisco, CA
  • Twitter: @cresta
    1,406 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    775 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Hospitality, Leisure, Travel & Tourism
  • Company Size: 43% Large, 43% Medium

What Do G2 Reviewers Say About Cresta?

AI-generated summary from verified user reviews

Pros
  • Users value the call recording feature for providing real-time insights and enhancing productivity through immediate coaching.
  • Users value the ease of use of Cresta, as it simplifies real-time coaching and enhances productivity seamlessly.
  • Users praise Cresta for its AI analytical ability, enhancing productivity through real-time coaching and insightful analysis.
  • Users value the accuracy of Cresta, which effectively analyzes calls and provides insightful feedback.
  • Users praise the AI analytical ability of Cresta, finding it easy to derive insights from telephone calls.
Cons
  • Users note the AI inaccuracy in Cresta's understanding, leading to irrelevant questions and answers during calls.
  • Users face a poor understanding from Cresta's model, making it hard to address caller's intents effectively.
  • Users experience an unclear understanding of caller intent with Cresta, leading to irrelevant question and answer identification.
  • Users face accuracy issues with Cresta, as it often misinterprets caller intent and provides irrelevant responses.
  • Users express concerns about AI dependency, noting it requires significant patience and understanding to utilize effectively.

What Are Recent G2 Reviews of Cresta?

What Are G2 Users Discussing About Cresta?

Hingegpt

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.

Average Rating: 3.0/5.0

Total Reviews: 1

Who Is the Company Behind Hingegpt?

Who Uses This Product?

  • Company Size: 100% Small

LupaSearch

LupaSearch – AI-Powered eCommerce Search & Discovery About LupaSearch: Headquartered in Europe and founded by a team of veteran search engineers and data scientists, LupaSearch is a fast-growing technology company dedicated to solving the complexities of eCommerce findability. We specialize in serving mid-to-enterprise level online retailers who manage large, complex catalogs. Our mission is to bridge the gap between human intent and machine results, helping businesses globally turn their site search into a high-performing sales assistant. Key Features & Functionality: LupaSearch offers a sophisticated Hybrid Search Engine that combines vector-based semantic search with advanced keyword matching and Large Language Models (LLMs). This ensures the platform understands the "why" behind a query, handling typos, long-tail searches, and multilingual nuances with ease. Key functionalities include AI-driven personalization, dynamic faceted navigation that adapts to search context, and automated product recommendations. Designed for developers and business users alike, our seamless API allows for custom ranking based on business priorities like margins, stock levels, or active promotions. Primary Value & Problem Solved We solve the "zero-results" problem and eliminate the friction that causes high-intent customers to bounce. By providing highly relevant, personalized results in milliseconds, LupaSearch significantly boosts search conversion rates (CR) and revenue per session. We turn site search from a basic utility into a strategic revenue-driving channel, giving eCommerce teams the data-driven insights they need to understand customer demand and optimize their assortment.

Average Rating: 4.9/5.0

Total Reviews: 26

How Do G2 Users Rate LupaSearch?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind LupaSearch?

  • Seller: LupaSearch
  • Company Website:
  • Year Founded: 2021
  • HQ Location: Kaunas, LT
  • Twitter: @LupaSearch
    6 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail
  • Company Size: 50% Medium, 36% Small

What Do G2 Reviewers Say About LupaSearch?

AI-generated summary from verified user reviews

Pros
  • Users commend the exceptional customer support of LupaSearch, appreciating their prompt and helpful responses right from the start.
  • Users appreciate the easy integrations with LupaSearch, making implementation seamless and support readily available for configuration.
  • Users rave about the excellent search technology of LupaSearch, enhancing e-commerce experiences and customer satisfaction.
  • Users commend LupaSearch for its fast and relevant search results, significantly enhancing e-commerce performance and customer satisfaction.
  • Users appreciate the ease of use of LupaSearch, benefiting from a simple and flexible administration portal.
Cons
  • Users note that the initial onboarding experience requires improvement, making it challenging to navigate the features effectively.
  • Users find the difficult learning curve of LupaSearch challenging, particularly for those lacking technical expertise.
  • Users struggle with the high learning curve of LupaSearch, needing time to grasp its advanced features and settings.
  • Users find the user interface lacking, wishing for a more intuitive design and helpful tutorials for guidance.
  • Users find the user difficulty in mastering LupaSearch's complex features challenging, especially for non-technical administrators.

What Are Recent G2 Reviews of LupaSearch?

Mnemonic AI

Mnemonic AI, an Austin, Texas company, creates advanced customer intelligence at a fraction of the time and cost involved if done manually. The AI performs sociological, psychological, geographical, behavioral & emotional analysis, providing a detailed overview of customers' personalities, needs, jobs to be done, pain points, emotional triggers, and representativeness. Products include: 1. Data-driven & dynamic personas 2. Customer personality assessment 3. Brand Personality Assessment 4. Voice of the customer analysis

Average Rating: 4.8/5.0

Total Reviews: 14

How Do G2 Users Rate Mnemonic AI?

  • Has the product been a good partner in doing business?: 9.6/10 (Category avg: 8.9/10)
  • Charts and Graphs: 8.3/10 (Category avg: 7.9/10)
  • Tailored Content: 6.7/10 (Category avg: 8.2/10)
  • Report Creation: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind Mnemonic AI?

  • Seller: Mnemonic AI
  • Year Founded: 2019
  • HQ Location: Austin, Texas
  • Twitter: @mnemonic_ai
    14 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 57% Small, 21% Large

What Are Recent G2 Reviews of Mnemonic AI?

SQLtroughAI

SQLtroughAI empowers non-tech users to generate SQL queries, simplifying database interactions for everyone.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate SQLtroughAI?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)
  • Charts and Graphs: 10.0/10 (Category avg: 7.9/10)
  • Tailored Content: 8.3/10 (Category avg: 8.2/10)
  • Report Creation: 10.0/10 (Category avg: 8.2/10)

Who Is the Company Behind SQLtroughAI?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About SQLtroughAI?

AI-generated summary from verified user reviews

Pros
  • Users find SQLtroughAI to be a fast SQL query generator, making insights accessible even for non-SQL experts.
  • Users benefit from the implementation ease of SQLtroughAI, enabling quick SQL query generation for faster insights.
  • Users find SQLtroughAI extremely useful, enabling quick SQL query generation for project insights without SQL expertise.
  • Users find SQLtroughAI's written SQL query assistance invaluable for quickly obtaining insightful data without SQL expertise.
Cons
  • Users often face poor understanding of schema and table relationships, leading to confusion and inefficiencies.

What Are Recent G2 Reviews of SQLtroughAI?

Squirro

Squirro is the only European vendor to be named an Emerging Leader in the ‘Gen AI Engineering’ and ‘AI Knowledge Management Apps/General Productivity’ Emerging Market Quadrants 2025. Data finds purpose with Squirro, the first enterprise-ready generative AI for search, insights, and automation. Trusted by central banks and over 30 industry leaders. Squirro develops top-notch Retrieval Augmented Generation (RAG) and Semantic Search technology with access to an unlimited universe of data and connectors. Squirro's features include advanced search & chat while browsing, document summarization, chats with results, knowledge graphs, among others. Squirro offers the implementation of stringent access control lists (ACLs), the flexibility of public cloud and on-premise deployments with open-source models like Mixtral, ensuring full data sovereignty, adapted for the most regulated industries. Recognized by Gartner as a visionary company.

Average Rating: 4.7/5.0

Total Reviews: 10

How Do G2 Users Rate Squirro?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.9/10)

Who Is the Company Behind Squirro?

  • Seller: Squirro
  • Year Founded: 2012
  • HQ Location: Zurich, Switzerland
  • Twitter: @Squirro
    957 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    94 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 40% Small, 40% Medium

What Do G2 Reviewers Say About Squirro?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the advanced AI features of Squirro, enhancing insights and improving customer engagement significantly.
  • Users value the fast customer support of Squirro, effectively addressing issues and enhancing their experience.
  • Users find Squirro's data analytics capabilities invaluable for extracting actionable insights and optimizing business processes.
  • Users value the robust data storage capabilities of Squirro, enabling insightful analytics and custom dashboard creation.
  • Users appreciate the ease of use of Squirro, finding it intuitive and quick to integrate with existing systems.
Cons
  • Users find the complex setup of Squirro to be time-consuming and challenging to navigate effectively.
  • Users find the difficult configuration of Squirro frustrating, as setup is time-consuming and not as quick as promised.
  • Users find the difficult customization of Squirro challenging, particularly in tailoring the AI to their needs.
  • Users find the difficult learning curve of Squirro challenging, requiring significant time to fully understand the platform.
  • Users find the difficult navigation of Squirro challenging, particularly impacting new users trying to use the dashboard.

What Are Recent G2 Reviews of Squirro?

What Are G2 Users Discussing About Squirro?

AI Financial Report Expert

AI Financial Report Expert is a cutting-edge tool designed to transform complex financial data into clear, interactive visualizations. By leveraging advanced artificial intelligence, it simplifies the analysis of financial reports, enabling users to gain deeper insights and make informed decisions efficiently. Key Features and Functionality: - Interactive Visualizations: Converts intricate financial statements into user-friendly charts and graphs, enhancing comprehension. - AI-Powered Analysis: Utilizes machine learning algorithms to identify trends, anomalies, and key performance indicators within financial data. - Comprehensive Report Coverage: Supports a wide range of financial documents, including balance sheets, income statements, and 10-K reports. - User-Friendly Interface: Designed with an intuitive interface that caters to both financial experts and novices. - Real-Time Data Processing: Offers immediate analysis and visualization of financial reports, facilitating timely decision-making. Primary Value and User Solutions: AI Financial Report Expert addresses the challenge of deciphering complex financial documents by providing clear, visual representations of data. This empowers users to quickly identify critical information, assess financial health, and make strategic decisions with confidence. By automating the analysis process, it reduces the time and effort required to interpret financial reports, thereby enhancing productivity and accuracy for businesses and financial professionals.

Who Is the Company Behind AI Financial Report Expert?

Artreviewgenerator

The Art Review Generator is a natural language processing tool designed to generate and analyze language used in art and cultural reviews. By inputting a set of words as a prompt, it produces medium-length sentences that emulate the style and structure of art critiques, drawing from 57 years of Artforum magazine reviews. This tool offers users a unique way to explore and understand the distinctive language and expressions prevalent in art discourse. Key Features and Functionality: - Prompt-Based Generation: Users can input specific words or phrases, and the generator crafts art review-style text based on these prompts. - Extensive Training Data: The model is trained on over five decades of Artforum reviews, ensuring a rich and diverse linguistic output. - Insight into Art Language: The tool highlights the unique vocabulary and stylistic nuances of art reviews, including intent, emotion, technique, and impact. - Exploration of Linguistic Patterns: Users can observe how language in art reviews has evolved over time, offering insights into cultural and academic shifts. Primary Value and User Solutions: The Art Review Generator serves as an educational and exploratory platform for artists, critics, students, and enthusiasts to delve into the language of art criticism. It aids in understanding the complexities and evolution of art discourse, providing a tool to study biases, prejudices, and judgments inherent in historical art reviews. By generating text that mirrors traditional art critiques, users can enhance their writing skills, gain inspiration, or simply appreciate the poetic nature of art language. Additionally, it offers a reflective lens on how art reviews have changed over the years, mirroring broader cultural transformations.

Who Is the Company Behind Artreviewgenerator?

Askcureai

Cure AI is an advanced artificial intelligence platform designed to streamline evidence-based research by simplifying the navigation of extensive scientific literature. By integrating directly with PubMed's vast database of over 26 million articles, Cure AI provides AI-generated summaries and ranked results, enabling users to quickly identify and access high-quality studies. Key Features and Functionality: - AI-Generated Summaries: Delivers concise, AI-generated answers to research queries, reducing the time spent reviewing lengthy articles. - Evidence Ranking System: Prioritizes search results based on journal quality, citation counts, and query relevance, ensuring users access the most credible and pertinent studies. - Advanced Filtering Options: Offers customizable filters to refine searches, allowing users to focus on the most relevant evidence for their specific needs. Primary Value and User Solutions: Cure AI addresses the challenge of efficiently navigating and synthesizing vast amounts of scientific literature. By automating the search and evaluation process, it empowers researchers, students, and healthcare professionals to uncover high-quality evidence swiftly and transparently. This acceleration in accessing reliable findings enhances decision-making in scientific and clinical contexts, ultimately contributing to more informed and effective outcomes.

Who Is the Company Behind Askcureai?

Bixgpt

BixGPT is an AI-powered tool designed to revolutionize the creation and management of product documentation, particularly release notes. By leveraging private AI models, BixGPT ensures data privacy and security, enabling users to generate comprehensive and accurate release notes efficiently. This platform is tailored for teams seeking to enhance their documentation processes with intelligent automation. Key Features and Functionality: - AI-Assisted Release Notes Generation: Automatically create detailed release notes, reducing manual effort and ensuring consistency. - Private AI Models: Utilize secure AI models that safeguard your data, ensuring it remains confidential and is not used for external training purposes. - Data Encryption: Protect sensitive information with robust encryption protocols, maintaining the integrity and security of your documentation. - Auto-Discovery of Jira Data: Seamlessly integrate with Jira to automatically retrieve relevant data, streamlining the documentation process. - Multi-Format Support: Generate release notes in various formats to cater to different audience preferences and distribution channels. - Client Notifications: Keep stakeholders informed by sending automated notifications about new releases and updates. - Publish Release Web Pages: Create and publish dedicated web pages for release notes, enhancing accessibility and user engagement. - Custom Styling: Tailor the appearance of your release notes to align with your brand identity and design guidelines. - Analytics: Gain insights into documentation usage and engagement through comprehensive analytics, enabling continuous improvement. Primary Value and User Solutions: BixGPT addresses the challenges associated with manual documentation by providing an AI-driven solution that enhances efficiency, accuracy, and security. By automating the generation of release notes and integrating seamlessly with tools like Jira, it reduces the time and effort required from development teams. The use of private AI models ensures that sensitive data remains protected, offering peace of mind to organizations concerned about data privacy. Overall, BixGPT empowers teams to deliver high-quality documentation swiftly, improving communication with stakeholders and end-users.

Who Is the Company Behind Bixgpt?

Calypsocopilot

Calypso Copilot is an AI-driven platform designed to enhance fundamental analysis for public equities investors. By leveraging advanced AI models, it provides real-time insights into stock narratives, key debates, and financial data, enabling users to make informed investment decisions efficiently. Key Features and Functionality: - AI Opinions: Receive AI-generated feedback on stock narratives, helping to validate or challenge investment theses. - AI Chats: Engage with AI models specifically trained for finance and single-stock evaluations, allowing for in-depth analysis and quick answers to complex questions. - Key Debates Extraction: Identify and understand the primary discussions among analysts and investors regarding specific stocks, providing clarity on market sentiments. - Earnings Previews and Updates: Stay updated with AI-powered summaries and analyses of earnings reports, ensuring timely information on company performance. - Transcript Search: Efficiently search across all public transcripts for specific terms, enabling quick access to relevant information without sifting through extensive documents. Primary Value and User Solutions: Calypso Copilot addresses the challenge of information overload in the investment landscape by distilling vast amounts of data into concise, actionable insights. It empowers equity researchers, hedge funds, investment bankers, and individual investors to: - Quickly validate investment theses with AI-generated opinions. - Stay informed about key market debates and sentiments. - Save time by accessing summarized earnings reports and relevant transcript excerpts. - Enhance decision-making processes with AI-driven analyses tailored to individual investment strategies. By integrating Calypso Copilot into their workflow, users can navigate the complexities of the stock market more effectively, ensuring they remain competitive and well-informed.

Who Is the Company Behind Calypsocopilot?

Canvas Ai

Canvas AI is an advanced platform designed to revolutionize customer success management by automating reports, scaling insights, and driving client value through AI-powered solutions. It enables customer success managers (CSMs) to build custom dashboards instantly without engineering support, delivering metrics that align with client goals to boost transparency, satisfaction, and growth. Key Features and Functionality: - Rapid Dashboard Creation: Allows for the instant development of custom dashboards, eliminating the need for engineering resources. - Unified Data Integrations: Seamlessly consolidates data from various sources into a comprehensive view of clients. - CSM Chat Interface: Empowers CSMs to interact with client data, surface proactive insights, automate custom analytics, and schedule follow-ups to keep clients engaged and informed. - Generative Custom Analytics: Enables the creation of customizable client dashboards using natural language, delivering personalized, data-driven insights that build trust and drive success. - Embedded Dashboards: Facilitates the embedding of customizable client dashboards, enhancing transparency and collaboration. Primary Value and User Solutions: Canvas AI addresses the challenges faced by customer success teams by providing tools that automate and streamline the reporting process, allowing for proactive client engagement. By integrating data from multiple sources and offering intuitive interfaces, it enhances the efficiency of CSMs, reduces churn risk, and fosters stronger client relationships through timely and relevant insights.

Who Is the Company Behind Canvas Ai?

Chartai

ChartAI is an innovative platform designed to transform complex data into clear, insightful visualizations. Leveraging advanced artificial intelligence, it enables users to generate a wide array of diagrams and charts effortlessly, enhancing data comprehension and decision-making processes. Key Features and Functionality: - Diverse Diagram Generation: Create various types of diagrams and charts to suit different data representation needs. - Downloadable Outputs: Easily download generated diagrams for use in reports, presentations, or other documents. - Premium Support: Access dedicated email support for prompt assistance and guidance. - Feature Requests: Submit requests for new features to tailor the platform to specific requirements. - Commercial Usage Rights: Utilize generated diagrams and charts for commercial purposes without restrictions. - Early Access to New Features: Stay ahead with early access to upcoming features and enhancements. Primary Value and User Solutions: ChartAI addresses the challenge of converting raw data into meaningful visual representations. By automating the creation of diagrams and charts, it saves users significant time and effort, allowing them to focus on analysis and strategic decision-making. The platform's user-friendly interface and AI-driven capabilities make it accessible to both technical and non-technical users, democratizing data visualization and fostering better communication of insights.

Who Is the Company Behind Chartai?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026