# Best Natural Language Generation (NLG) Software - Page 3

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

**Total Products under this Category:** 88

### Category Stats (Jul 2026)

- **Average Rating:** 4.45/5 (↑0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** DeftGPT (+1.14%) - Among all products in this category, DeftGPT recorded the largest rating increase compared to last month

_Last updated: July 31, 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
- 88+ 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](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=124685&focus%5B%5D=148231&focus%5B%5D=122867)

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-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=twin&focus%5B%5D=gluonnlp-sentence-generator&focus%5B%5D=alana-ai)

**Sponsored**

### Google Cloud Translation API

Make your content and apps multilingual with fast, dynamic machine translation available in thousands of language pairs.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1077&secure%5Bchosen_at%5D=2026-07-31T15%3A54%3A07Z&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=21473&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=daa080bf15349fb378242cddcbc8dc3d4b3f60327aebdbc7a60c8e1693bcbfd2&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Ftranslate%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-translatioapi%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [Balto](https://www.g2.com/products/balto/reviews)

Balto is the AI workforce for the contact center. Balto delivers a complete contact center solution in a single license, uniting best-in-class Agent Assist, QA, Compliance, Coaching, Notes, and Insights in one cohesive platform. The result is value at every level of the organization: agents perform better, QA teams eliminate manual reviews, supervisors can coach at scale, and executive leaders gain clear visibility into conversation-driven business trends. Top-performing contact centers rely on Balto to protect revenue, reduce compliance risk, and improve customer experiences. To date, Balto has guided 500M+ conversations, supports 300+ customers, and leads our G2 category with 500+ five-star reviews. Products Include: - Real-Time Guidance (Agent Assist): Balto automatically provides agents with resources in real-time. - Quality Assurance: Balto automatically scores interactions. - Compliance: Balto automatically flags compliance issues. - Coaching: Balto automatically surfaces and delivers coaching recommendations. - Notes: Balto automatically summarizes conversations. - Insights: Balto automatically extracts insights from conversation data.

**Average Rating:** 4.8/5.0

**Total Reviews:** 578

#### How Do G2 Users Rate Balto?

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Balto?

- **Seller:** [Balto](https://www.g2.com/sellers/balto)
- **Company Website:** www.balto.ai
- **Year Founded:** 2017
- **HQ Location:** St Louis, US
- **Twitter:** @balto\_ai  
243 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3cc9e9cbafaa6a63e7a778747e3b37acb55b15f89faccf9bcef7de766a902726&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F16265721%2F&secure%5Burl_type%5D=linkedin_company_website)  
163 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Medicare Sales Representative, MSR
- **Top Industries:** Insurance, Consumer Services
- **Company Size:** 48% Medium, 25% Large

#### What Do G2 Reviewers Say About Balto?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Balto to be **easy to use** , enhancing their performance and providing seamless access to notes and calls.
- Users find Balto's **time-saving features** invaluable, streamlining calls and enhancing customer interactions effortlessly.
- Users praise Balto for its **accuracy** , providing reliable support that enhances performance during calls and transactions.
- Users admire the **call recording feature** of Balto for its accuracy and detailed summaries of each call.
- Users rave about Balto's **immediate support and guidance** , enhancing efficiency and boosting confidence during client interactions.

##### Cons

- Users face **call issues** with Balto, including bugs, app timeouts, and difficulties retrieving past call notes.
- Users experience **accuracy issues** with Balto, finding it vague and sometimes not responsive to their input.
- Users find Balto's suggestions to be **inaccurate and sometimes vague** , which hampers effective communication during calls.
- Users are frustrated by the **missing features** in Balto, including disappearing prompts and data loss on connection issues.
- Users often experience **pop-up issues** with Balto, finding them obstructive and distracting during calls, impacting workflow.

#### What Are Recent G2 Reviews of Balto?

**["Balto Keeps Calls Confident, Compliant, and Natural with Real-Time Coaching"](https://www.g2.com/survey_responses/balto-review-12794530)**

**Rating:** 5.0/5.0 stars

_— Schantera M._

[Read full review](https://www.g2.com/survey_responses/balto-review-12794530)

**["The Pros and Cons of using Balto."](https://www.g2.com/survey_responses/balto-review-9832751)**

**Rating:** 4.0/5.0 stars

_— Eric M._

[Read full review](https://www.g2.com/survey_responses/balto-review-9832751)

#### What Are G2 Users Discussing About Balto?

- [What is Balto used for?](https://www.g2.com/discussions/what-is-balto-used-for)

### [AI Lawyer](https://www.g2.com/products/ailawtech-sp-z-o-o-ai-lawyer/reviews)

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?

- **Seller:** [AILawtech Sp Z O O](https://www.g2.com/sellers/ailawtech-sp-z-o-o)
- **Year Founded:** 2022
- **HQ Location:** Los Angeles, PL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bf7e6250d5417890aacd8331fbeb27332d6a9a906b1a491865722a5a071dcdbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fai-lawyer%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### 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 AI Lawyer to be **affordable** and a significant time and money saver for legal document creation.
- Users find AI Lawyer to be a **time-saving and easy-to-use** solution for building legally compliant contracts.
- Users find AI Lawyer's **document builder** invaluable, streamlining contract creation and ensuring compliance efficiently.
- Users find **time management** improved with AI Lawyer's efficient document builder, saving weeks in legal contract creation.

##### Cons

- Users express concerns about **privacy issues** regarding document safety and unexpected language responses from AI Lawyer.
- Users express concerns about **translation accuracy** , experiencing responses in incorrect languages for their inquiries.

#### What Are Recent G2 Reviews of AI Lawyer?

**["Law students and freelancers- watch this space"](https://www.g2.com/survey_responses/ai-lawyer-review-10264517)**

**Rating:** 5.0/5.0 stars

_— Alexandra N._

[Read full review](https://www.g2.com/survey_responses/ai-lawyer-review-10264517)

### [LupaSearch](https://www.g2.com/products/lupasearch/reviews)

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:** 25

#### 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](https://www.g2.com/sellers/lupasearch)
- **Company Website:** www.lupasearch.com
- **Year Founded:** 2021
- **HQ Location:** Kaunas, LT
- **Twitter:** @LupaSearch  
6 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9a8acb8f66e42117d82d322e7f9793e722de172e2a656c3cb68e97c693255fa2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flupasearch%2F%3ForiginalSubdomain%3Dlt&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail
- **Company Size:** 46% Medium, 38% Small

#### What Do G2 Reviewers Say About LupaSearch?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **exceptional customer support** from LupaSearch, ensuring smooth implementation and quick issue resolution.
- Users appreciate the **easy integrations** of LupaSearch, finding the setup process seamless and the support team highly effective.
- Users commend the **effective search technology** of LupaSearch, which greatly enhances user experience and product discovery.
- Users commend LupaSearch for its **fast and relevant search results** , significantly enhancing e-commerce performance and user satisfaction.
- Users appreciate the **ease of use** of LupaSearch, enabling quick setup and flexible customization for e-commerce needs.

##### Cons

- Users suggest that the **onboarding process could be improved** to help non-technical users navigate LupaSearch more easily.
- Users find the **difficult learning curve** of LupaSearch challenging, especially for those who are non-technical.
- Users find the **high learning curve** of LupaSearch challenging, requiring time to master its advanced features and configurations.
- Users find the **user interface lacking** , highlighting a need for improvement in intuitiveness and visual appeal.
- Users find the **user difficulty** in mastering LupaSearch's advanced features challenging, requiring time and support to navigate effectively.

#### What Are Recent G2 Reviews of LupaSearch?

**["Seamless Integration, Fast Search and Outstanding Ongoing Support"](https://www.g2.com/survey_responses/lupasearch-review-12329596)**

**Rating:** 5.0/5.0 stars

_— Jurgis V._

[Read full review](https://www.g2.com/survey_responses/lupasearch-review-12329596)

**["Fast, Accurate Search with Smooth Integration and Top-notch Support"](https://www.g2.com/survey_responses/lupasearch-review-12280030)**

**Rating:** 4.5/5.0 stars

_— Odeta ._

[Read full review](https://www.g2.com/survey_responses/lupasearch-review-12280030)

### [Mnemonic AI](https://www.g2.com/products/mnemonic-ai/reviews)

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: 7.8/10)
- **Tailored Content:** 6.7/10 (Category avg: 8.1/10)
- **Report Creation:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Mnemonic AI?

- **Seller:** [Mnemonic AI](https://www.g2.com/sellers/mnemonic-ai)
- **Year Founded:** 2019
- **HQ Location:** Austin, Texas
- **Twitter:** @mnemonic\_ai  
14 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0a1d53518f7a7ec888a0ea0b26abb25fbb555671b13e939691a49f82829e05c6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmnemonicai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Small, 21% Large

#### What Are Recent G2 Reviews of Mnemonic AI?

**["Personas made by AI"](https://www.g2.com/survey_responses/mnemonic-ai-review-8094334)**

**Rating:** 5.0/5.0 stars

_— Stefan G._

[Read full review](https://www.g2.com/survey_responses/mnemonic-ai-review-8094334)

**["Simple, Fast and Scalable"](https://www.g2.com/survey_responses/mnemonic-ai-review-8060807)**

**Rating:** 5.0/5.0 stars

_— Verified User in Insurance_

[Read full review](https://www.g2.com/survey_responses/mnemonic-ai-review-8060807)

### [SQLtroughAI](https://www.g2.com/products/sqltroughai/reviews)

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: 7.8/10)
- **Tailored Content:** 8.3/10 (Category avg: 8.1/10)
- **Report Creation:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind SQLtroughAI?

- **Seller:** [SQLtroughAI](https://www.g2.com/sellers/sqltroughai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### 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's **quick SQL query generation** immensely helpful, enabling fast insights for project needs.
- Users find **implementation ease** in SQLtroughAI, allowing quick query writing for insights without SQL expertise.
- Users find SQLtroughAI **extremely useful** for quickly generating SQL queries, making data insights accessible to all.
- Users find **writing assistance** invaluable for quickly generating SQL queries, enhancing productivity and data insights for non-experts.

##### Cons

- Users report a **poor understanding** of schema and table relationships, leading to frustrating experiences with SQLtroughAI.

#### What Are Recent G2 Reviews of SQLtroughAI?

**["Best Platform to generate SQL queries using natural language via AI"](https://www.g2.com/survey_responses/sqltroughai-review-11096762)**

**Rating:** 5.0/5.0 stars

_— Kunal A._

[Read full review](https://www.g2.com/survey_responses/sqltroughai-review-11096762)

### [Squirro](https://www.g2.com/products/squirro-squirro/reviews)

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](https://www.g2.com/sellers/squirro)
- **Year Founded:** 2012
- **HQ Location:** Zurich, Switzerland
- **Twitter:** @Squirro  
957 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1c43a6b15b0eb55d9cd36313f8b68c367f726ff93525123636978ff88d5beb50&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsquirroag%2F&secure%5Burl_type%5D=linkedin_company_website)  
92 employees on LinkedIn®

#### Who Uses This Product?

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

#### What Do G2 Reviewers Say About Squirro?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate Squirro's **powerful AI features** , which enhance insights and improve customer engagement effortlessly.
- Users appreciate the **fast and effective customer support** of Squirro, enhancing their overall experience and satisfaction.
- Users appreciate the **ease of use and integration** in Squirro, enhancing productivity and support performance.
- Users value the **ability to extract data from unstructured sources** , enhancing customer engagement and providing deep insights.
- Users appreciate the **ease of use** of Squirro, highlighting its user-friendly interface and quick integration capabilities.

##### Cons

- Users find the **complex setup** frustrating, as initial configuration is time-consuming and challenging to navigate.
- Users find the **difficult configuration** of Squirro time-consuming, impacting the initial setup and overall experience.
- Users find **difficult customization** in Squirro, making it challenging to tailor the AI for their specific needs.
- Users find the **difficult learning** curve of Squirro challenging, requiring significant time to grasp the platform's functionality.
- Users find the **difficult navigation** of Squirro's dashboard challenging, especially for newcomers trying to adapt.

#### What Are Recent G2 Reviews of Squirro?

**["Squirro"](https://www.g2.com/survey_responses/squirro-review-10947259)**

**Rating:** 5.0/5.0 stars

_— sathwik r._

[Read full review](https://www.g2.com/survey_responses/squirro-review-10947259)

**["Squirro"](https://www.g2.com/survey_responses/squirro-review-10947459)**

**Rating:** 5.0/5.0 stars

_— Nanda M._

[Read full review](https://www.g2.com/survey_responses/squirro-review-10947459)

#### What Are G2 Users Discussing About Squirro?

- [What is Squirro used for?](https://www.g2.com/discussions/what-is-squirro-used-for) - 1 comment

### [AI Financial Report Expert](https://www.g2.com/products/ai-financial-report-expert/reviews)

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?

- **Seller:** [Papermoney](https://www.g2.com/sellers/papermoney)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=31be338f551ace18c4479de1afcaa027c1ab1d8497f6190d0a83f4c7d8be9d7c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpapermoneyai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Artreviewgenerator](https://www.g2.com/products/artreviewgenerator/reviews)

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?

- **Seller:** [Artreviewgenerator](https://www.g2.com/sellers/artreviewgenerator)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Askcureai](https://www.g2.com/products/askcureai/reviews)

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?

- **Seller:** [Cure AI](https://www.g2.com/sellers/cure-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Bixgpt](https://www.g2.com/products/bixgpt/reviews)

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?

- **Seller:** [BixGPT](https://www.g2.com/sellers/bixgpt)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Calypsocopilot](https://www.g2.com/products/calypsocopilot/reviews)

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?

- **Seller:** [Calypso](https://www.g2.com/sellers/calypso-e9d51888-a666-4f71-8099-2e34a5c9dde3)
- **HQ Location:** N/A
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b4bcdf97063c3673f42ce8b3d1d357de9dcf0ee3226bce5f6c848fd763ae0e56&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fcalypsocopilot%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Canvas Ai](https://www.g2.com/products/canvas-ai/reviews)

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?

- **Seller:** [Canvas Ai](https://www.g2.com/sellers/canvas-ai-f4b8260d-fbf1-4fe9-98ee-3cef87736bf3)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Chartai](https://www.g2.com/products/chartai/reviews)

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?

- **Seller:** [ChartAI](https://www.g2.com/sellers/chartai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Chartgpt](https://www.g2.com/products/chartgpt/reviews)

ChartGPT is an innovative platform designed to transform textual data into compelling visual representations. By leveraging advanced natural language processing, it enables users to input descriptive prompts and receive corresponding charts, making data visualization accessible without the need for complex software or technical expertise. Key Features and Functionality: - Natural Language Input: Users can describe the data they wish to visualize in plain language, and ChartGPT interprets these prompts to generate accurate charts. - Multiple Chart Types: The platform supports various chart formats, including bar, line, and pie charts, catering to diverse data representation needs. - Customization Options: Users can adjust chart elements such as titles, legends, and colors to align with their specific preferences. - Export Capabilities: Charts can be downloaded in .PNG format, with upcoming support for PowerPoint exports, facilitating seamless integration into presentations. Primary Value and User Solutions: ChartGPT simplifies the data visualization process by eliminating the need for specialized software or technical skills. It empowers users to quickly and efficiently create professional-quality charts from textual descriptions, enhancing data comprehension and communication. This tool is particularly beneficial for professionals and educators who require rapid visualization of data insights without the overhead of traditional charting tools.

#### Who Is the Company Behind Chartgpt?

- **Seller:** [ChartGPT](https://www.g2.com/sellers/chartgpt)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Chat2Csv](https://www.g2.com/products/chat2csv/reviews)

Chat2CSV is an intuitive data visualization platform that enables users to transform CSV data into insightful charts using natural language commands. By simply describing the desired visualization in plain English, such as "create a bar chart of sales by region," users can generate a variety of charts without any coding or scripting knowledge. This approach streamlines the data analysis process, making it accessible and efficient for users of all skill levels. Key Features and Functionality: - Natural Language Processing: Allows users to create charts by inputting commands in everyday language, eliminating the need for technical expertise. - AI-Powered Assistance: Offers intelligent suggestions for the most suitable chart types based on the provided data, enhancing analytical insights. - Diverse Chart Options: Supports a wide range of chart types, including line graphs, bar charts, pie charts, and scatter plots, catering to various data visualization needs. - Data Security and Privacy: Ensures that only necessary metadata is processed on servers, while the actual data remains on the user's side, maintaining high levels of privacy and security. Primary Value and User Solutions: Chat2CSV simplifies the data visualization process by allowing users to interact with their data through natural language, removing the barriers of complex software and coding requirements. This user-friendly approach enables quick and efficient creation of meaningful charts, empowering users to focus on deriving insights rather than grappling with technical complexities. Additionally, the platform's commitment to data privacy ensures that users can confidently analyze their data without concerns about security breaches.

#### Who Is the Company Behind Chat2Csv?

- **Seller:** [Chat2CSV](https://www.g2.com/sellers/chat2csv)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated April 9, 2026

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.

Show More

* * *

## 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/)