# Best Text Analysis Software for Small Business - Page 2 ## How Many Text Analysis Software Products Does G2 Track? **Total Products under this Category:** 191 ### Category Stats (Aug 2026) - **Average Rating:** 4.51/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** EdgeTier (+1.49%) - Among all products in this category, EdgeTier recorded the largest rating increase compared to last month _Last updated: August 03, 2026_ ## How Does G2 Rank Text Analysis Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 5,300+ Authentic Reviews - 191+ 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 Text Analysis Software ![G2 Grid® for Text Analysis Software plotting products by satisfaction and market presence](https://www.g2.com/categories/text-analysis/grids.png?focus%5B%5D=52116&focus%5B%5D=1327283&focus%5B%5D=21472&focus%5B%5D=1192843&focus%5B%5D=61699&focus%5B%5D=139634&focus%5B%5D=61698&focus%5B%5D=57352) Highlighted products: Amazon Comprehend, SAS Viya, Google Cloud Natural Language API, Kimola, IBM Watson Studio, Speak, IBM Watson Natural Language Understanding, and ATLAS.ti. Underlying data: [Grid® JSON](https://www.g2.com/categories/text-analysis/grids.json?focus%5B%5D=amazon-comprehend&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-natural-language-api&focus%5B%5D=kimola&focus%5B%5D=ibm-watson-studio&focus%5B%5D=speak-ai-speak&focus%5B%5D=ibm-watson-natural-language-understanding&focus%5B%5D=atlas-ti&segment=small-business) **Sponsored** ### EdgeTier Are you tired of excel sheets, pivot tables, reading transcripts, filling QA forms, building custom dashboards, to find answers to "what is going on in my contact centre"? You've come to the right place. The EdgeTier Conversational Intelligence and Support Platform helps Customer Support teams uncover the missed insights in their support and survey messages, react faster to emerging customer issues, and have the data they need at their fingertips to make decisions, positioning the contact centre as a strategic hub of insights for the entire company. Global Brands like Abercrombie & Fitch, CarTrawler, TUI Travel, and Ryanair use EdgeTier to process millions of customer messages, boost NPS, CSAT and first contact resolution scores, as well as improve overall efficiency. Having 24/7 insights into customer attitudes, helps you understand customer issues, detect emerging conversational trends in real time, and improve agent performance. Key functionality: - Real-time integrations with every customer contact centre system - Proactive AI alerting with real time detection of unforeseen customer issues - Automated Agent QA performance reports and analysis - Automatic tagging of customer messages and surveys - Get real-time alerts for critical customer interactions (set up in advance) - Sentiment analysis and emotion detection of all your customer and agent interactions - Real-time reporting and KPI analysis - AI assisted chat and email handling EdgeTier seamlessly integrates with existing customer support systems without needing any IT time, and monitors customer conversations 24/7 in multilingual environments, as well as providing prompts to support agents speaking to customers. [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=1260&secure%5Bchosen_at%5D=2026-08-04T09%3A12%3A50Z&secure%5Bdisplayable_resource_id%5D=1260&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1260&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=115228&secure%5Bresource_id%5D=1260&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Ftext-analysis%2Fsmall-business%3Fpage%3D2%26segment%3Dsmall-business&secure%5Btoken%5D=6d5840980de92df9d34b24ea2d0f7b7a0147af020933a87049cec81533883459&secure%5Burl%5D=https%3A%2F%2Fwww.edgetier.com%2Fcustomer-conversation-analytics%3Futm_source%3Dg2%26utm_medium%3Dpaid%26utm_campaign%3Dg2-contact-center-2026&secure%5Burl_type%5D=custom_url) ### [Lettria](https://www.g2.com/products/lettria/reviews) Lettria is a document intelligence platform specifically designed for regulated industries, offering a robust solution for organizations that require meticulous handling of sensitive information. This platform leverages advanced technology to enhance the accuracy and reliability of document processing, making it an essential tool for enterprises that manage high-stakes content. Lettria’s unique GraphRAG technology significantly boosts accuracy by 30% compared to traditional large language models (LLMs) and retrieval-augmented generation (RAG) tools, ensuring that users can trust the outputs generated from their documents. Targeted primarily at industries such as finance, healthcare, and life science, Lettria addresses the unique challenges faced by organizations that must navigate complex regulatory environments. These sectors often deal with vast amounts of documentation that require not only precise interpretation but also compliance with stringent standards. Lettria’s capabilities allow users to extract and analyze critical information from PDFs and internal documents while maintaining the structural integrity of the data. This is particularly important in regulated industries where misinterpretation can lead to significant consequences. One of the standout features of Lettria is its commitment to transparency and auditability. Unlike vector-only approaches that may compromise the structure of documents and lead to inaccuracies or "hallucinations," Lettria preserves the inherent complexity of the original content. This ensures that users can trace back the origins of the information and understand how conclusions were drawn, which is vital for compliance and risk management. The platform seamlessly integrates with existing knowledge graphs or data platforms, allowing organizations to enhance their data ecosystems without overhauling their current systems. Additionally, Lettria offers explainable results, which is crucial for users who need to justify decisions based on document analysis. The platform’s ability to deliver precise outputs not only improves operational efficiency but also empowers users to make informed decisions based on reliable data. By focusing on the specific needs of enterprises handling sensitive content, Lettria stands out as a comprehensive solution that combines advanced technology with a deep understanding of regulatory requirements, ultimately providing value through enhanced accuracy, compliance, and usability. **Average Rating:** 4.9/5.0 **Total Reviews:** 13 #### How Do G2 Users Rate Lettria? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10) - **Custom Extension:** 9.7/10 (Category avg: 8.1/10) - **Compositionality:** 9.4/10 (Category avg: 8.3/10) - **Pre-Built Parameterization:** 9.0/10 (Category avg: 8.3/10) #### Who Is the Company Behind Lettria? - **Seller:** [Lettria](https://www.g2.com/sellers/lettria) - **Year Founded:** 2019 - **HQ Location:** Paris, Ile-de-France - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a665c5b9deea1809c2ea3367d199a42436539825231e67908f550c328a33ecf4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flettria%2F%3ForiginalSubdomain%3Dfr&secure%5Burl_type%5D=linkedin_company_website) 21 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 85% Small, 8% Large #### What Do G2 Reviewers Say About Lettria? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Lettria, allowing effortless NLP project launches without technical expertise. - Users appreciate the **intuitive NLP capabilities** of Lettria, enabling quick sentiment analysis and topic detection effortlessly. - Users commend Lettria's **responsive customer support** , ensuring a smooth setup and expert guidance for NLP implementation. - Users praise Lettria's **user-friendly interface** and efficient API integration, enhancing ease of use for sentiment analysis. - Users appreciate the **simplicity of AI implementation** in Lettria, empowering them to focus on their core tasks effortlessly. ##### Cons - Users find the **lacking features** in Lettria limit customization and finer adjustments for computational linguists. - Users find the **lack of specificity** in Lettria's statistics can be confusing for non-experts seeking clarity. - Users feel that the **limited customization** options hinder their ability to tailor features for specific needs. - Users note **poor interface design** , with some screens lacking ergonomics despite improvements in accessibility from Lettria's team. #### What Are Recent G2 Reviews of Lettria? **["Amazing insights from our call records!"](https://www.g2.com/survey_responses/lettria-review-8123379)** **Rating:** 5.0/5.0 stars _— Victor V._ [Read full review](https://www.g2.com/survey_responses/lettria-review-8123379) **["Developing machine-learned and rule-based models for customer reviews using pre-annotated data"](https://www.g2.com/survey_responses/lettria-review-8083901)** **Rating:** 5.0/5.0 stars _— Jean-Baptiste F._ [Read full review](https://www.g2.com/survey_responses/lettria-review-8083901) ### [Playvox Customer AI](https://www.g2.com/products/playvox-customer-ai/reviews) As your conversation volume grows, it becomes hard to stay on top of customer issues and requests. The Prodsight app makes this easy by automatically analysing your Zendesk and Intercom conversations for topics and sentiment and producing a continuously updated report on the most common user issues. As a Customer Support Manager, you can use the Prodsight app to stay on top of customer issues and reduce support ticket volumes by writing well-informed help articles. As a Product Manager, you can use the Prodsight app to identify feature requests and usability issues. This would help you prioritise product roadmaps, keep you grounded in customer feedback and get buy-in from your team mates. To find out what user issues Prodsight will unearth for you, start a free 7-day trial. **Average Rating:** 4.6/5.0 **Total Reviews:** 79 #### How Do G2 Users Rate Playvox Customer AI? - **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.0/10) - **Custom Extension:** 9.0/10 (Category avg: 8.1/10) - **Compositionality:** 8.9/10 (Category avg: 8.3/10) - **Pre-Built Parameterization:** 8.7/10 (Category avg: 8.3/10) #### Who Is the Company Behind Playvox Customer AI? - **Seller:** [Playvox](https://www.g2.com/sellers/playvox) - **Year Founded:** 2012 - **HQ Location:** Sunnyvale, CA - **Twitter:** @PlayVoxCX 1,675 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b15d2d64fa41a2a03018f7055c1e37412e5d9b77d93fa2331fb66bae1c080c2e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1085709%2F&secure%5Burl_type%5D=linkedin_company_website) 43 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Consumer Services, Computer Software - **Company Size:** 50% Medium, 39% Small #### What Do G2 Reviewers Say About Playvox Customer AI? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of tracking issues** with Playvox Customer AI, enhancing the quality of service provided. - Users appreciate the **ease of use** of Playvox Customer AI, effectively tracking issues for improved service quality. - Users appreciate the **ease of tracking issues** with Playvox Customer AI, enhancing service quality significantly. - Users appreciate the **tracking efficiency** of Playvox Customer AI, enabling seamless issue management for improved service quality. #### What Are Recent G2 Reviews of Playvox Customer AI? **["The benefits of playvox"](https://www.g2.com/survey_responses/playvox-customer-ai-review-10544242)** **Rating:** 5.0/5.0 stars _— Moustafa A._ [Read full review](https://www.g2.com/survey_responses/playvox-customer-ai-review-10544242) **["AI that transforms conversations into strategic decisions"](https://www.g2.com/survey_responses/playvox-customer-ai-review-12704949)** **Rating:** 5.0/5.0 stars _— Diana D._ [Read full review](https://www.g2.com/survey_responses/playvox-customer-ai-review-12704949) #### What Are G2 Users Discussing About Playvox Customer AI? - [What is Playvox Customer AI used for?](https://www.g2.com/discussions/what-is-playvox-customer-ai-used-for) ### [NVivo](https://www.g2.com/de/products/nvivo/reviews) NVivo ist die führende Plattform für qualitative und Mixed-Methods-Analyse, die entwickelt wurde, um unstrukturierte Daten in evidenzbasierte Erkenntnisse zu verwandeln, indem sie Kodierung, Abfragen und KI-unterstützte Analyse vereint. Sie ermöglicht es Forschern, Interviews, Fokusgruppen und Umfragen zu organisieren und zu interpretieren, Ergebnisse über Fälle und Themen hinweg zu vergleichen und Ergebnisse zu visualisieren – und stellt sicher, dass die Erkenntnisse den Anforderungen für Veröffentlichungen, Bewertungen und Förderanträge entsprechen. Die am häufigsten zitierte QDA-Software in akademischen Publikationen weltweit (Scopus-Datenbank, 2010–2025), hat NVivo Wissenschaftler, Teams und Institutionen in den Sozialwissenschaften, der Bildung, dem Gesundheitswesen und der öffentlichen Politik seit über 30 Jahren unterstützt. **Average Rating:** 4.0/5.0 **Total Reviews:** 134 #### How Do G2 Users Rate NVivo? - **War the product ein guter Geschäftspartner?:** 7.5/10 (Category avg: 9.0/10) - **Benutzerdefinierte Erweiterung:** 2.5/10 (Category avg: 8.1/10) - **Kompositionalität:** 3.3/10 (Category avg: 8.3/10) - **Vorgefertigte Parametrierung:** 4.2/10 (Category avg: 8.3/10) #### Who Is the Company Behind NVivo? - **Verkäufer:** [Lumivero](https://www.g2.com/de/sellers/lumivero) - **Unternehmenswebsite:** lumivero.com - **Gründungsjahr:** 1995 - **Hauptsitz:** Denver, CO - **Twitter:** @LUMIVER0 399 Twitter-Follower - **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dd1937dc5b829762a5da6656a5b16a66c6f41c0b20ba37b511c62477413e518b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F76790%2F&secure%5Burl_type%5D=linkedin_company_website) 299 Mitarbeiter\*innen auf LinkedIn® #### Who Uses This Product? - **Who Uses This:** Forschungsassistent - **Top Industries:** Höhere Bildung, Forschung - **Company Size:** 47% Small, 33% Large #### What Do G2 Reviewers Say About NVivo? _AI-generated summary from verified user reviews_ ##### Pros - Benutzer finden NVivo ein **benutzerfreundliches und effizientes System** , das die Arbeitsabläufe in der qualitativen Forschung erheblich verbessert. - Benutzer finden, dass NVivo die **Effizienz in der qualitativen Forschung** steigert, wodurch die Datenorganisation und -analyse mühelos und aufschlussreich wird. - Benutzer finden die **Datenanalysefunktionen** von NVivo unverzichtbar, um komplexe qualitative Forschungsdaten effektiv zu organisieren und zu visualisieren. - Benutzer schätzen die **Analysegenauigkeit** von NVivo, was die Tiefe und Klarheit ihrer Forschungsergebnisse erheblich verbessert. - Benutzer loben die **umfassenden Analysefähigkeiten** von NVivo, die die Tiefe und Klarheit der Ergebnisse qualitativer Forschung verbessern. ##### Cons - Benutzer finden NVivo **nicht benutzerfreundlich** , mit einer verwirrenden Benutzeroberfläche und einem frustrierenden Kundenservice, der die Produktivität behindert. - Benutzer erleben **schlechten Kundensupport** bei NVivo, da sie mit langsamen Antworten und frustrierenden Richtlinien konfrontiert sind, die rechtzeitige Unterstützung behindern. - Benutzer erleben **langsame Leistung** mit NVivo, was Frustration verursacht und den effizienten Zugriff auf Forschungsdaten behindert. - Benutzer stehen vor erheblichen **Kompatibilitätsproblemen** zwischen Windows und iOS, was die Zusammenarbeit erschwert und insgesamt Frustration verursacht. - Benutzer finden die **Benutzeroberfläche verwirrend** und erleben steile Lernkurven, was ihre Forschungsbemühungen mit NVivo erschwert. #### What Are Recent G2 Reviews of NVivo? **["Leistungsstarkes Werkzeug für qualitative und gemischte Methodenforschung"](https://www.g2.com/de/survey_responses/nvivo-review-11726982)** **Rating:** 5.0/5.0 stars _— Shiv S._ [Read full review](https://www.g2.com/de/survey_responses/nvivo-review-11726982) **["Ideal für akademische Forschung, thematische Analyse und Literaturübersichten"](https://www.g2.com/de/survey_responses/nvivo-review-12287226)** **Rating:** 4.0/5.0 stars _— Dimi N._ [Read full review](https://www.g2.com/de/survey_responses/nvivo-review-12287226) #### What Are G2 Users Discussing About NVivo? - [Wofür wird NVivo verwendet?](https://www.g2.com/de/discussions/what-is-nvivo-used-for) - 1 comment - [What is the cost of NVivo?](https://www.g2.com/de/discussions/what-is-the-cost-of-nvivo) - [How does NVivo analyze data?](https://www.g2.com/de/discussions/how-does-nvivo-analyze-data) - [Is NVivo software free?](https://www.g2.com/de/discussions/is-nvivo-software-free) - [Wofür wird die NVivo-Software verwendet?](https://www.g2.com/de/discussions/what-is-nvivo-software-used-for) - 1 comment ### [InMoment Text Analytics](https://www.g2.com/products/inmoment-text-analytics/reviews) Understand the voice of your customer. Get insight from qualitative feedback. Wootric CXInsight™ uses machine learning to auto-categorize and assignment sentiment to unstructured feedback from surveys, online reviews, social media, support tickets, employee feedback, and more. - Get ROI from qualitative feedback, instantly. Machine learning identifies category themes and sentiment in each verbatim comment, instantly analyzing volumes of feedback. Algorithms are based on what matters in your industry, customized for your organization. Analyze feedback in any language, from any source. -Know what improvements will have the most impact. Stop wasting time deliberating. Use data to prioritize projects. -Quantify what your customers and employees care about. Understand the “why” behind Net Promoter Score and customer journey point metrics. Analyze a single source–or see themes across all feedback sources.Visualize data by any business driver. Create tag hierarchy. - Save time. View big picture trends and spot anomalies at a glance.Create an executive dashboard based on what matters to you, and Customize dashboards for each stakeholder function.Alert stakeholders to changes in feedback trends automatically, so they can address issues - Understand why customers and employees love you or don’t. Easily investigate hypotheses, without a data analyst. -Get a unified view. Import feedback from any source. -Align all business teams around the customer. No more silos — democratize customer data. Insight without a data analyst. Our platform makes it easy for teams to discover relevant insights themselves. Permission-based access. Get a holistic view of customer/employee sentiment in an easy to use dashboard. **Average Rating:** 4.9/5.0 **Total Reviews:** 20 #### How Do G2 Users Rate InMoment Text Analytics? - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10) #### Who Is the Company Behind InMoment Text Analytics? - **Seller:** [PG Forsta](https://www.g2.com/sellers/pg-forsta) - **HQ Location:** Salt Lake City, Utah - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e56037fcec61d213a1f4229eb926938e0c1373395be6ee138691fc922b14a1dc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fweareinmoment%2F&secure%5Burl_type%5D=linkedin_company_website) 411 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 50% Small, 45% Medium #### What Are Recent G2 Reviews of InMoment Text Analytics? **["Excellent plataform"](https://www.g2.com/survey_responses/inmoment-text-analytics-review-6933620)** **Rating:** 5.0/5.0 stars _— Eric G._ [Read full review](https://www.g2.com/survey_responses/inmoment-text-analytics-review-6933620) **["Easy to navigate even with little knowledge."](https://www.g2.com/survey_responses/inmoment-text-analytics-review-7178173)** **Rating:** 5.0/5.0 stars _— Verified User in Information Technology and Services_ [Read full review](https://www.g2.com/survey_responses/inmoment-text-analytics-review-7178173) #### What Are G2 Users Discussing About InMoment Text Analytics? - [What is InMoment Text Analytics used for?](https://www.g2.com/discussions/what-is-inmoment-text-analytics-used-for) - [‹ Prev‹ Prev](/categories/text-analysis/small-business?order=g2_score#product-list) - [1](/categories/text-analysis/small-business?order=g2_score#product-list) - 2 - Next ›Next › Spotlight Categories [Demo Automation Software](https://www.g2.com/categories/demo-automation) [Employer of Record (EOR) Software](https://www.g2.com/categories/employer-of-record-eor) [Mobile Device Management (MDM) Software](https://www.g2.com/categories/mobile-device-management-mdm) [ETL Tools](https://www.g2.com/categories/etl-tools) [Account-Based Orchestration Platforms](https://www.g2.com/categories/account-based-orchestration-platforms) Similar Categories - [Agentic Analytics](/categories/agentic-analytics) - [AI Search and Discovery Platforms](/categories/ai-search-and-discovery-platforms) - [Analytics Platforms](/categories/analytics-platforms) - [Business Intelligence](/categories/business-intelligence) - [Data Virtualization](/categories/data-virtualization) - [Drone Analytics](/categories/drone-analytics) - [Enterprise Search Software](/categories/enterprise-search-software) - [Graph Visualization Tools](/categories/graph-visualization-tools) - [Insight Engines](/categories/insight-engines) - [Other Analytics](/categories/other-analytics) - [Predictive Analytics](/categories/predictive-analytics) - [Site Search Software](/categories/site-search-software) - [Statistical Analysis](/categories/statistical-analysis) - [Time Series Intelligence](/categories/time-series-intelligence) - [Visitor Behavior Intelligence](/categories/visitor-behavior-intelligence) [Browse Text Analysis Themes](/categories/text-analysis/themes) ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry") BB Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry) Updated Products classified in the overall Text Analysis category are similar in many regards and help companies of all sizes solve their business problems. However, small business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Small Business Text Analysis to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Small Business Text Analysis category. In addition to qualifying for inclusion in the Text Analysis Software category, to qualify for inclusion in the Small Business Text Analysis Software category, a product must have at least 10 reviews left by a reviewer from a small business. Show More