# Best Natural Language Generation (NLG) Software - Page 2

*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=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)


## 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)


---

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---

## What Are the Top-Rated Natural Language Generation (NLG) Software Products in 2026?
### 1. [ServisBOT](https://www.g2.com/products/servisbot/reviews)
ServisBOT helps businesses (securely) automate interactions across customer, employee and back office journeys using advanced AI assistants (Conversational AI Assistants, Generative AI Assistants and Workplace Assistants). From acquisition to servicing to retention, our AI-powered solutions for financial services, insurance and more help enterprises safely and securely employ advanced AI to help increase revenue, manage risk and lower cost to serve, while improving CX.


**Average Rating:** 4.4/5.0
**Total Reviews:** 11
**How Do G2 Users Rate ServisBOT?**

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10)
- **Charts and Graphs:** 8.7/10 (Category avg: 7.8/10)
- **Tailored Content:** 9.0/10 (Category avg: 8.1/10)
- **Report Creation:** 8.7/10 (Category avg: 8.1/10)

**Who Is the Company Behind ServisBOT?**

- **Seller:** [ServisBOT](https://www.g2.com/sellers/servisbot-0448b2b9-d9c6-41f7-a8f5-7c00190d096e)
- **Year Founded:** 2016
- **HQ Location:** Lexington, US
- **Twitter:** @ServisBOT (182 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/servisbot (40 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 55% Small-Business, 36% Mid-Market



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

**"[ServiceBOT the convergent thinker](https://www.g2.com/survey_responses/servisbot-review-8642037)"**

**Rating:** 5.0/5.0 stars
*— Taniya D.*

[Read full review](https://www.g2.com/survey_responses/servisbot-review-8642037)

---

**"[Unique AI bots that can work in conjunction with live agents!](https://www.g2.com/survey_responses/servisbot-review-8665615)"**

**Rating:** 4.0/5.0 stars
*— Divya J.*

[Read full review](https://www.g2.com/survey_responses/servisbot-review-8665615)

---



### 2. [Alteryx](https://www.g2.com/products/alteryx/reviews)
Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial.


**Average Rating:** 4.6/5.0
**Total Reviews:** 846
**How Do G2 Users Rate Alteryx?**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.0/10)

**Who Is the Company Behind Alteryx?**

- **Seller:** [Alteryx](https://www.g2.com/sellers/alteryx)
- **Company Website:** https://www.alteryx.com
- **Year Founded:** 1997
- **HQ Location:** Irvine, CA
- **Twitter:** @alteryx (26,149 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/903031/ (2,304 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Data Analyst, Analyst
- **Top Industries:** Financial Services, Accounting
- **Company Size:** 63% Enterprise, 21% Mid-Market


#### What Are Alteryx's Pros and Cons?

**Pros:**

- Ease of Use (333 reviews)
- Automation (148 reviews)
- Intuitive (132 reviews)
- Easy Learning (102 reviews)
- Efficiency (102 reviews)

**Cons:**

- Expensive (88 reviews)
- Learning Curve (80 reviews)
- Missing Features (62 reviews)
- Learning Difficulty (55 reviews)
- Slow Performance (41 reviews)


### What Do G2 Reviewers Say About Alteryx?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Alteryx, making data manipulation simple and accessible for everyone.
- Users appreciate the **efficient automation** in Alteryx, significantly speeding up their data preparation and analysis tasks.
- Users find Alteryx to be **very intuitive** , making technology accessible and easy to learn for everyone.
- Users find Alteryx to be **easy to learn and use** , with intuitive tools that enhance workflow efficiency.
- Users value the **efficiency** of Alteryx, effortlessly managing and processing data for streamlined analysis.

**Cons:**

- Users find Alteryx's licensing to be **expensive** , especially challenging for small teams and startups to justify costs.
- Users note a **learning curve** for mastering advanced features, which can be challenging for beginners.
- Users feel the **missing features** in Alteryx hinder performance, requiring additional tools like Tableau for effective reporting.
- Users note a **steep learning curve** for Alteryx, particularly those accustomed to hardcore SQL practices.
- Users report that **slow performance** with large workflows hampers analysis and complicates data wrangling tasks.

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

**"[Alteryx Streamlines Data Prep with an Intuitive Drag-and-Drop Workflow Builder](https://www.g2.com/survey_responses/alteryx-review-13000974)"**

**Rating:** 4.5/5.0 stars
*— Ankit  K.*

[Read full review](https://www.g2.com/survey_responses/alteryx-review-13000974)

---

**"[Intuitive Drag-and-Drop Analytics That Speeds Up Data Prep and Insights](https://www.g2.com/survey_responses/alteryx-review-12983224)"**

**Rating:** 4.5/5.0 stars
*— Akhil S.*

[Read full review](https://www.g2.com/survey_responses/alteryx-review-12983224)

---



### 3. [DeepInsights Text Paraphraser](https://www.g2.com/products/deepinsights-text-paraphraser/reviews)
DeepInsights Text Paraphraser helps in re-expressing the text content in a different style without changing the original meaning. The solution can be used to get a better understanding of the data and simplify complex sentences. Transformer based models are used which helps in retaining the contextual meaning.


**Average Rating:** 4.3/5.0
**Total Reviews:** 12
**How Do G2 Users Rate DeepInsights Text Paraphraser?**

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10)
- **Charts and Graphs:** 8.9/10 (Category avg: 7.8/10)
- **Tailored Content:** 8.3/10 (Category avg: 8.1/10)
- **Report Creation:** 9.2/10 (Category avg: 8.1/10)

**Who Is the Company Behind DeepInsights Text Paraphraser?**

- **Seller:** [Mphasis](https://www.g2.com/sellers/mphasis-5a2b4772-cd1c-4cbd-bf88-54fc79a85d25)
- **Year Founded:** 2007
- **HQ Location:** Reston, VA
- **Twitter:** @Stelligent (1,106 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/220927 (14 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 58% Mid-Market, 25% Enterprise



#### What Are Recent G2 Reviews of DeepInsights Text Paraphraser?

**"[Elevating textual precision& efficiency](https://www.g2.com/survey_responses/deepinsights-text-paraphraser-review-8920686)"**

**Rating:** 4.5/5.0 stars
*— AYUSH G.*

[Read full review](https://www.g2.com/survey_responses/deepinsights-text-paraphraser-review-8920686)

---

**"[Simple, Fast, and Reliable Paraphrasing Tool](https://www.g2.com/survey_responses/deepinsights-text-paraphraser-review-12699576)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Marketing and Advertising*

[Read full review](https://www.g2.com/survey_responses/deepinsights-text-paraphraser-review-12699576)

---



### 4. [Trinity Audio](https://www.g2.com/products/trinity-audio/reviews)
Trinity Audio is the only unified platform that advances content owners to strategically evolve to deliver audio experiences. The company’s technology instantly converts content from text to audio with the most natural sounding voices, continuously learns listeners' behavior, and creates futuristic smart audio experiences, covering every stage of the audio journey from creation to distribution. - Convert content from text to audio with the most natural sounding voices, while learning listeners' behavior and creating smart audio experiences. - Edit and fine-tune the listening experience, adjust how words are pronounced to make sure your voice is heard exactly as you envisioned - Distribute your audio on leading platforms such as Spotify, apple and google podcasts.


**Average Rating:** 4.5/5.0
**Total Reviews:** 20
**How Do G2 Users Rate Trinity Audio?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Charts and Graphs:** 6.7/10 (Category avg: 7.8/10)
- **Tailored Content:** 10.0/10 (Category avg: 8.1/10)
- **Report Creation:** 10.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind Trinity Audio?**

- **Seller:** [Trinity Audio](https://www.g2.com/sellers/trinity-audio)
- **HQ Location:** Tel Aviv, Israel
- **LinkedIn® Page:** https://www.linkedin.com/company/trinityaudio/ (18 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Online Media
- **Company Size:** 71% Small-Business, 19% Mid-Market


#### What Are Trinity Audio's Pros and Cons?

**Pros:**

- Ease of Use (7 reviews)
- Customer Support (5 reviews)
- Implementation Ease (5 reviews)
- Quality (5 reviews)
- Text-to-Speech Conversion (3 reviews)

**Cons:**

- Accuracy Issues (1 reviews)
- Credit Issues (1 reviews)
- Credit Limitations (1 reviews)
- Expensive (1 reviews)
- Language Limitations (1 reviews)


### What Do G2 Reviewers Say About Trinity Audio?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Trinity Audio remarkably **easy to use and integrate** , enhancing their ability to provide audio content effortlessly.
- Users praise Trinity Audio’s **excellent customer support** , highlighting their prompt responses and effective issue resolution.
- Users commend the **implementation ease** of Trinity Audio, enjoying quick setup and seamless integration with existing systems.
- Users commend the **exceptional quality** of Trinity Audio, noting its effectiveness and value in enhancing user engagement.
- Users commend Trinity Audio for its **easy integration and quick setup** , enhancing their audience's experience effortlessly.

**Cons:**

- Users find the **accuracy issues** with revenue visualization on the Trinity Audio dashboard limit their performance analysis.
- Users express concern over **quickly depleting credits** on the Creator plan due to triggering old articles.
- Users express frustration over **credit limitations** , as older articles quickly consume available credits on the Creator plan.
- Users find the **pricing expensive** due to challenges with international payments and limited language options.
- Users express concerns over **limited language options** , which may hinder accessibility for diverse educational needs.

#### What Are Recent G2 Reviews of Trinity Audio?

**"[Effortless Integration and Outstanding Support with Trinity Audio](https://www.g2.com/survey_responses/trinity-audio-review-11908836)"**

**Rating:** 4.5/5.0 stars
*— Zelle G.*

[Read full review](https://www.g2.com/survey_responses/trinity-audio-review-11908836)

---

**"[Trinity Audio Made Learning Easier and Accessible for English and Non-English Learners](https://www.g2.com/survey_responses/trinity-audio-review-12235319)"**

**Rating:** 4.5/5.0 stars
*— Trevor F.*

[Read full review](https://www.g2.com/survey_responses/trinity-audio-review-12235319)

---


#### What Are G2 Users Discussing About Trinity Audio?

- [What is Trinity Audio used for?](https://www.g2.com/discussions/what-is-trinity-audio-used-for)

### 5. [GlobalLink](https://www.g2.com/products/globallink/reviews)
GlobalLink is a translation management platform offered by TransPerfect, the world’s largest provider of localization services. Designed to be able to scale based on the needs of a variety of use cases and industry verticals, GlobalLink Enterprise is currently deployed by over 6,000 organizations around the globe to streamline content creation, localization and delivery. GlobalLink offers 65+ connectors to integrate into a variety of content repositories, including CMS, CCMS, eCommerce, CRM, digital marketing and databases, and also offers a robust set of API’s for bespoke integration requirements. Key features of GlobalLink include: Enterprise Translation Automation Global Supply Chain Management Neural MT/AI integration Generative AI workflows Integrated Translation Memory & Terminology Management Cloud and Desktop Based CAT Environments Cloud-based Content Validation with In-Context Preview Capabilities Advanced, Secure File Sharing Support for Media-Based Assets Support for Mobile Application Localization Support for Continuous Localization Processes Synchronous/asynchronous third-party platform integration Accessibility Certification Web-proxy and JS Injection Capabilities Advanced Business Analytics Customized Dashboard Views Widest Portfolio of Connectors in the Industry Broad REST APIs


**Average Rating:** 4.5/5.0
**Total Reviews:** 186
**How Do G2 Users Rate GlobalLink?**

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10)
- **Charts and Graphs:** 9.2/10 (Category avg: 7.8/10)
- **Tailored Content:** 8.3/10 (Category avg: 8.1/10)
- **Report Creation:** 7.5/10 (Category avg: 8.1/10)

**Who Is the Company Behind GlobalLink?**

- **Seller:** [TransPerfect](https://www.g2.com/sellers/transperfect)
- **Company Website:** https://transcend.transperfect.com/
- **Year Founded:** 1992
- **HQ Location:** New York
- **Twitter:** @DigitalReef (570 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/transperfect/ (17,671 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Financial Services, Pharmaceuticals
- **Company Size:** 58% Enterprise, 28% Mid-Market


#### What Are GlobalLink's Pros and Cons?

**Pros:**

- Ease of Use (22 reviews)
- Translation Services (17 reviews)
- Integrations (15 reviews)
- Features (12 reviews)
- Customer Support (11 reviews)

**Cons:**

- Pricing Issues (6 reviews)
- Expensive (5 reviews)
- Slow Performance (5 reviews)
- User Interface Issues (5 reviews)
- Complex Setup (4 reviews)


### What Do G2 Reviewers Say About GlobalLink?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of GlobalLink, benefiting from its centralized translation and tracking capabilities.
- Users value the **seamless integration with popular platforms** , greatly enhancing efficiency and translation quality within their projects.
- Users value the **seamless integrations** of GlobalLink, which streamline workflows and enhance translation quality across platforms.
- Users appreciate the **flexibility and ease of use** of GlobalLink, finding it ideal for managing complex configurations.
- Users praise the **exceptional customer support** of GlobalLink, highlighting responsiveness and valuable assistance throughout the project lifecycle.

**Cons:**

- Users express concerns over **skyrocketing prices** of GlobalLink, making it unaffordable and complicating budget management.
- Users find GlobalLink **expensive** , with high costs even for its impressive functionality affecting affordability.
- Users experience **slow performance** with GlobalLink, especially during large file uploads and handling heavy media content.
- Users find **navigation difficult** due to multiple modules in GlobalLink, impacting the overall user experience.
- Users find the **complex setup** of GlobalLink challenging due to intricate role sharing and lengthy implementation processes.

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

**"[Scale Localization and Accuracy in Translation using GlobalLink](https://www.g2.com/survey_responses/globallink-review-11744058)"**

**Rating:** 4.5/5.0 stars
*— Yunis H.*

[Read full review](https://www.g2.com/survey_responses/globallink-review-11744058)

---

**"[Boosts Global Marketing with Powerful Automation and Seamless Localization](https://www.g2.com/survey_responses/globallink-review-12111484)"**

**Rating:** 4.5/5.0 stars
*— Simon T.*

[Read full review](https://www.g2.com/survey_responses/globallink-review-12111484)

---


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

- [What is Global Link today?](https://www.g2.com/discussions/what-is-global-link-today)
- [Who owns GlobalLink?](https://www.g2.com/discussions/who-owns-globallink) - 1 comment
- [What is GlobalLink Transperfect?](https://www.g2.com/discussions/what-is-globallink-transperfect)
- [What is GlobalLink?](https://www.g2.com/discussions/what-is-globallink)

### 6. [SQL Ease](https://www.g2.com/products/sql-ease/reviews)
SQL Ease transforms natural language input into SQL queries effortlessly, making database management more accessible.


**Average Rating:** 3.9/5.0
**Total Reviews:** 4
**How Do G2 Users Rate SQL Ease?**

- **Charts and Graphs:** 5.0/10 (Category avg: 7.8/10)
- **Tailored Content:** 6.7/10 (Category avg: 8.1/10)
- **Report Creation:** 5.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind SQL Ease?**

- **Seller:** [BuildNShip](https://www.g2.com/sellers/buildnship)
- **HQ Location:** Ernamkulam, IN
- **LinkedIn® Page:** https://www.linkedin.com/company/buildnship/ (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 75% Small-Business, 25% Mid-Market


#### What Are SQL Ease's Pros and Cons?

**Pros:**

- Ease of Use (3 reviews)
- Time Management (2 reviews)
- Time-saving (2 reviews)
- User Interface (2 reviews)
- Customer Support (1 reviews)

**Cons:**

- Slow Performance (2 reviews)
- Accuracy Issues (1 reviews)
- Complex Setup (1 reviews)
- Improvement Needed (1 reviews)
- Insufficient Training (1 reviews)


### What Do G2 Reviewers Say About SQL Ease?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **user-friendly design** of SQL Ease, making database management straightforward and efficient.
- Users value the **time-saving capabilities** of SQL Ease, making database management effortless and efficient.
- Users love how SQL Ease's **time-saving features** simplify complex queries and streamline their database management.
- Users love the **intuitive interface** of SQL Ease, making database management effortless and saving time significantly.
- Users express a lack of appreciation for SQL Ease, citing the absence of **customer support** as a major drawback.

**Cons:**

- Users experience **slow performance** with SQL Ease, finding it struggles with executing queries efficiently.
- Users find **accuracy issues** in SQL Ease as it struggles with complex queries and lacks live data validation.
- Users find SQL Ease to have a **complex setup** that hinders effective use in advanced SQL scenarios.
- Users find SQL Ease effective for simple queries but note a need for **improvement in handling complex logic**.
- Users find that insufficient **training** limits SQL Ease's effectiveness for complex queries and live data validation.

#### What Are Recent G2 Reviews of SQL Ease?

**"[SQL Made Simple: A Game changer for for query generation with SQL Ease](https://www.g2.com/survey_responses/sql-ease-review-11178556)"**

**Rating:** 4.5/5.0 stars
*— Nikhil N.*

[Read full review](https://www.g2.com/survey_responses/sql-ease-review-11178556)

---

**"[Simplifies SQL tasks and boosts productivity](https://www.g2.com/survey_responses/sql-ease-review-11456790)"**

**Rating:** 5.0/5.0 stars
*— Sachin D.*

[Read full review](https://www.g2.com/survey_responses/sql-ease-review-11456790)

---



### 7. [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: 9.0/10)

**Who Is the Company Behind Balto?**

- **Seller:** [Balto](https://www.g2.com/sellers/balto)
- **Company Website:** https://www.balto.ai/
- **Year Founded:** 2017
- **HQ Location:** St Louis, US
- **Twitter:** @balto_ai (243 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/16265721/ (163 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Medicare Sales Representative, MSR
- **Top Industries:** Insurance, Consumer Services
- **Company Size:** 48% Mid-Market, 25% Enterprise


#### What Are Balto's Pros and Cons?

**Pros:**

- Ease of Use (49 reviews)
- Helpful (48 reviews)
- Accuracy (22 reviews)
- Call Recording (16 reviews)
- Customer Support (16 reviews)

**Cons:**

- Call Issues (20 reviews)
- Accuracy Issues (12 reviews)
- AI Inaccuracy (11 reviews)
- Missing Features (9 reviews)
- Pop-up Issues (7 reviews)


### What Do G2 Reviewers Say About Balto?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise the **ease of use** of Balto, facilitating better performance and improving sales call outcomes.
- Users appreciate Balto for its **time-saving AI features** , enabling efficient call management and note-taking without disruption.
- Users appreciate the **accuracy** of Balto, finding its summaries and prompts highly effective in enhancing their calls.
- Users appreciate the **call recording accuracy** of Balto, enhancing their experience with detailed summaries and easy usability.
- Users appreciate Balto's **immediate support and guidance** , enhancing communication efficiency and overall user confidence.

**Cons:**

- Users face **call issues** with Balto, including bugs, recording failures, and difficulties retrieving past notes, affecting efficiency.
- Users experience **accuracy issues** with Balto, noting vagueness and difficulty in voice recognition during calls.
- Users find that Balto's **inaccuracy in suggestions** can lead to vague responses and missing important details.
- Users are frustrated by the **missing features** of Balto, including disappearing prompts and lack of scrolling functionality.
- Users often face **pop-up issues** that disrupt their workflow and hinder effective communication during calls.

#### 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)

### 8. [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:** https://www.linkedin.com/company/ai-lawyer/ (3 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business


#### What Are AI Lawyer's Pros and Cons?

**Pros:**

- Affordable (1 reviews)
- Ease of Use (1 reviews)
- Helpful (1 reviews)
- Time Management (1 reviews)

**Cons:**

- Privacy Issues (1 reviews)
- Translation Accuracy (1 reviews)


### What Do G2 Reviewers Say About AI Lawyer?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find AI Lawyer to be **affordable** , providing time and cost savings for legal document creation and inquiries.
- Users find AI Lawyer **easy to use** , significantly saving time and money when creating legally compliant documents.
- Users appreciate the **document builder** of AI Lawyer, saving time and money while ensuring legal compliance.
- Users love the **time-saving efficiency** of AI Lawyer's document builder for creating compliant contracts quickly.

**Cons:**

- Users express concerns about **privacy issues** with AI Lawyer, particularly regarding document confidentiality and language accuracy.
- Users report **translation inaccuracies** in AI Lawyer's responses, especially when handling cases involving different legal systems.

#### 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)

---



### 9. [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: 9.0/10)

**Who Is the Company Behind LupaSearch?**

- **Seller:** [LupaSearch](https://www.g2.com/sellers/lupasearch)
- **Company Website:** https://www.lupasearch.com
- **Year Founded:** 2021
- **HQ Location:** Kaunas, LT
- **Twitter:** @LupaSearch (6 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/lupasearch/?originalSubdomain=lt (11 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail
- **Company Size:** 46% Mid-Market, 38% Small-Business


#### What Are LupaSearch's Pros and Cons?

**Pros:**

- Customer Support (18 reviews)
- Easy Integrations (9 reviews)
- Search Technology (9 reviews)
- Speed (9 reviews)
- Ease of Use (8 reviews)

**Cons:**

- Improvement Needed (6 reviews)
- Difficult Learning (5 reviews)
- High Learning Curve (5 reviews)
- Poor UI (5 reviews)
- User Difficulty (4 reviews)


### What Do G2 Reviewers Say About LupaSearch?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **responsive and helpful customer support** of LupaSearch, enhancing their overall experience and satisfaction.
- Users commend the **seamless integrations** of LupaSearch, leading to an enhanced and efficient search experience.
- Users love the **enhanced search technology** of LupaSearch, boosting user experience with accuracy and efficiency.
- Users praise the **fast and reliable search** of LupaSearch, ensuring accurate results and enhancing e-commerce experiences.
- Users value the **ease of use** of LupaSearch, appreciating its seamless setup and efficient administration portal.

**Cons:**

- Users feel that LupaSearch has a **need for improvement** in its interface to enhance usability and intuitiveness.
- Users find the **difficult learning curve** and unintuitive interface hinder their ability to fully utilize LupaSearch.
- Users find the **high learning curve** of LupaSearch challenging, requiring time to master its advanced features and settings.
- Users find the **poor UI** of LupaSearch frustrating, making it challenging to fully utilize the tool effectively.
- Users find the **user interface difficult** , noting it can be overwhelming and confusing for non-technical individuals.

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

**"[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)

---

**"[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)

---



### 10. [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: 9.0/10)
- **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: 8.1/10)

**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:** https://www.linkedin.com/company/mnemonicai/ (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 57% Small-Business, 21% Enterprise



#### 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)

---



### 11. [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: 9.0/10)
- **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: 8.1/10)

**Who Is the Company Behind SQLtroughAI?**

- **Seller:** [SQLtroughAI](https://www.g2.com/sellers/sqltroughai)
- **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 SQLtroughAI's Pros and Cons?

**Pros:**

- Features (1 reviews)
- Implementation Ease (1 reviews)
- Useful (1 reviews)
- Writing Assistance (1 reviews)

**Cons:**

- Poor Understanding (1 reviews)


### What Do G2 Reviewers Say About SQLtroughAI?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **fast SQL query generation** of SQLtroughAI, enabling quick insights for non-technical product managers.
- Users find **implementation easy** , quickly generating SQL queries without needing extensive SQL knowledge.
- Users find SQLtroughAI **extremely useful** for quickly generating SQL queries, making data insights accessible to non-experts.
- Users find SQLtroughAI's **writing assistance** invaluable, enabling quick SQL query generation for insightful data analysis.

**Cons:**

- Users often face a **poor understanding** of schema and table relationships, leading to confusion and inefficiencies.

#### 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)

---



### 12. [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: 9.0/10)

**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:** https://www.linkedin.com/company/squirroag/ (92 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 40% Mid-Market, 40% Small-Business


#### What Are Squirro's Pros and Cons?

**Pros:**

- AI Features (2 reviews)
- Customer Support (2 reviews)
- Data Analytics (2 reviews)
- Data Storage (2 reviews)
- Ease of Use (2 reviews)

**Cons:**

- Complex Setup (1 reviews)
- Difficult Configuration (1 reviews)
- Difficult Customization (1 reviews)
- Difficult Learning (1 reviews)
- Difficult Navigation (1 reviews)


### What Do G2 Reviewers Say About Squirro?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise Squirro for its **powerful AI features** that enhance customer engagement and streamline conversation quality.
- Users appreciate the **fast and effective customer support** of Squirro, ensuring quick resolution of issues.
- Users value the **ease of use and integration** of Squirro, making data analytics accessible and efficient.
- Users value the **advanced data extraction and custom dashboard capabilities** of Squirro, enhancing insights and engagement.
- Users enjoy the **ease of use** of Squirro, appreciating its intuitive interface and fast integration process.

**Cons:**

- Users find the **complex setup** of Squirro time-consuming and challenging, impacting their overall productivity.
- Users find the **difficult configuration** of Squirro frustrating, with numerous challenges during setup and usage.
- Users find the **difficult customization** of Squirro challenging, especially regarding navigation and tailoring response patterns.
- Users find the **difficult learning** experience of Squirro challenging, particularly with the initial setup and grasping the platform.
- Users find the **difficult navigation** of Squirro's dashboard challenging, especially newcomers seeking efficiency and ease of use.

#### 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

### 13. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 14. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 15. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 16. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 17. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 18. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 19. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 20. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 21. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 22. [Chatcsv](https://www.g2.com/products/chatcsv/reviews)
ChatCSV is an innovative tool designed to transform the way users interact with spreadsheet data. By allowing users to upload CSV files and engage in natural language conversations, ChatCSV acts as a personal data analyst, enabling users to ask questions and receive insightful answers without the need for complex data manipulation. Key Features and Functionality: - Conversational Data Interaction: Upload CSV files from your computer, a URL, or clipboard, and start querying your data using everyday language. - Quick Start Questions: Upon uploading, ChatCSV generates common questions related to your data, facilitating a swift and intuitive analysis process. - Visual Data Representation: Receive responses in the form of charts and graphs, such as bar charts or pie charts, to better visualize your data insights. - Chat History Management: Keep track of your data conversations, rename, delete, or share them with colleagues for collaborative analysis. Primary Value and Problem Solved: ChatCSV addresses the challenge of complex data analysis by providing a user-friendly platform where users can interact with their data conversationally. This eliminates the need for advanced technical skills, making data analysis accessible to professionals across various industries, including retail, finance, and marketing. By simplifying the process of extracting insights from spreadsheets, ChatCSV enhances productivity and decision-making capabilities.



**Who Is the Company Behind Chatcsv?**

- **Seller:** [ChatCSV](https://www.g2.com/sellers/chatcsv)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/chatcsv-acquired-by-flatfile/ (1 employees on LinkedIn®)






### 23. [Chatviz](https://www.g2.com/products/chatviz/reviews)
ChatViz is an innovative data visualization tool that integrates seamlessly with ChatGPT to transform complex datasets into intuitive visual representations. By leveraging advanced AI capabilities, ChatViz simplifies the process of generating SQL queries and creating tailored charts, enabling users to gain actionable insights from their data efficiently. Key Features and Functionality: - SQL Translator: Users can input natural language prompts, and ChatViz will generate the corresponding SQL query commands, eliminating the need for manual coding. - Chart Suggestion: By inputting data, ChatViz automatically generates charts that are best suited to the dataset, facilitating quick and effective data analysis. Primary Value and User Solutions: ChatViz enhances the user experience in data visualization by reducing the complexity associated with traditional dashboard tools. It streamlines development time, allowing for swift implementation and immediate insights. By automating SQL query generation and chart creation, ChatViz empowers users to focus on interpreting data rather than managing technical intricacies.



**Who Is the Company Behind Chatviz?**

- **Seller:** [ChatViz](https://www.g2.com/sellers/chatviz)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 24. [Contract Aura](https://www.g2.com/products/contract-aura-contract-aura/reviews)
Contract Aura is an AI-powered platform designed to streamline the creation of professional, legally sound documents. It caters to a diverse range of needs, including legal contracts, business plans, HR documents, and website policies, enabling users to generate customized documents efficiently without requiring legal expertise. The intuitive interface guides users through the process, ensuring accuracy and compliance with industry standards. Key Features and Functionality: - Extensive Document Library: Offers over 100 customizable templates across various categories such as legal agreements, business documents, HR forms, financial contracts, and more. - AI-Powered Drafting: Utilizes advanced natural language processing to generate documents tailored to specific requirements, ensuring proper structure and legally sound language. - User-Friendly Interface: Guides users through the document creation process with smart questions, making customization straightforward and efficient. - Rapid Generation: Enables the creation of complex documents in minutes, significantly reducing the time compared to traditional methods. - Cost-Effective Solution: Provides a budget-friendly alternative to hiring legal professionals, allowing users to generate unlimited documents at a fraction of the cost. - Professional Quality: Ensures all documents are formatted with appropriate headings, clauses, and legal terminology, maintaining a high standard of professionalism. - Secure and Private: Employs encryption to protect user data and documents, with a strict policy against sharing information with third parties. - Easy Customization: Allows users to edit, update, and regenerate documents as needed to fit specific requirements. Primary Value and User Solutions: Contract Aura addresses the challenge of creating legally compliant documents by providing an accessible, efficient, and cost-effective solution. It empowers a wide range of users—including legal professionals, startups, small businesses, freelancers, real estate agents, and HR professionals—to produce high-quality documents without the need for extensive legal knowledge or resources. By automating the drafting process, Contract Aura saves valuable time, reduces the risk of errors, and ensures compliance with current legal standards, allowing users to focus on their core activities with confidence.



**Who Is the Company Behind Contract Aura?**

- **Seller:** [Contract Aura](https://www.g2.com/sellers/contract-aura)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 25. [Conversion Examples](https://www.g2.com/products/conversion-examples/reviews)
AI Steve analyzes your website and provides strategic recommendations for optimization.



**Who Is the Company Behind Conversion Examples?**

- **Seller:** [Converted Agency](https://www.g2.com/sellers/converted-agency)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 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/)