Best Text Analysis Software - Page 5

How Many Text Analysis Software Products Does G2 Track?

Total Products under this Category: 212

Category Stats (Sep 2026)

  • Average Rating: 4.51/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Google Cloud AutoML Natural Language (+0.98%) - Among all products in this category, Google Cloud AutoML Natural Language recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Text Analysis Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 5,400+ Authentic Reviews
  • 212+ 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

Highlighted products: Google Cloud AutoML Natural Language, Google Cloud Natural Language API, SAS Viya, Amazon Comprehend, Chattermill, Birdie, Caplena, and Canvs.

Underlying data: [Grid® JSON](https://www.g2.com/categories/text-analysis/grids.json?focus%5B%5D=google-cloud-automl-natural-language&focus%5B%5D=google-cloud-natural-language-api&focus%5B%5D=sas-sas-viya&focus%5B%5D=amazon-comprehend&focus%5B%5D=chattermill&focus%5B%5D=birdie-ai-birdie&focus%5B%5D=caplena&focus%5B%5D=canvs-ai-canvs)

Deep Talk

Analyzing customer and employee feedback has never been easier with Deep Talk. With just a few clicks, you can turn any text, including surveys, reviews, chats, and emails, into powerful data. This tool allows you to classify and categorize the feedback, determine the sentiment, and gain insight into the NPS and CSAT scores.

Average Rating: 4.4/5.0

Total Reviews: 4

How Do G2 Users Rate Deep Talk?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)

Who Is the Company Behind Deep Talk?

  • Seller: Deep Talk
  • Year Founded: 2020
  • HQ Location: Paris, FR
  • Twitter: @DeepTalkAI
    190 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Small, 25% Medium

What Do G2 Reviewers Say About Deep Talk?

AI-generated summary from verified user reviews

Pros
  • Users praise the incredible accuracy of Deep Talk, boosting productivity by efficiently converting text into business data.
  • Users appreciate the incredible accuracy of Deep Talk, which significantly saves time and boosts productivity.
  • Users value the recording features of Deep Talk for their accuracy, which significantly boosts productivity and saves time.
  • Users value the incredible speed of Deep Talk, significantly boosting productivity and saving valuable time.
  • Users value the time-saving capabilities of Deep Talk, enhancing productivity through accurate text-to-data conversion.
Cons
  • Users are frustrated by the lack of specificity in Deep Talk, which can lead to misunderstandings in local language usage.
  • Users are frustrated with Deep Talk's language limitations, as it misses local idioms and phrases, affecting communication.
  • Users are concerned about the limited language support, risking misunderstandings and affecting business communications negatively.
  • Users are concerned about Deep Talk's missing local language features, which could negatively affect business communication.
  • Users report a poor understanding of local language nuances in Deep Talk, risking miscommunication in business contexts.

What Are Recent G2 Reviews of Deep Talk?

iManage Enrichment

iManage AI Enrichment is an advanced solution designed to automate document classification and data extraction, establishing a robust foundation for AI-driven knowledge management. By leveraging over 70 pre-trained document classification models, it accurately identifies document types, extracts key information points, and associates this data with the respective files. This process enhances search accuracy and boosts productivity by ensuring that critical information is readily accessible and properly categorized. Key Features and Functionality: - Automated Document Classification: Utilizes pre-trained models to automatically identify and categorize documents by type, streamlining content organization. - Data Extraction: Extracts essential information from documents and associates it with the respective files, facilitating more precise and efficient searches. - Enhanced Search Capabilities: Improves search accuracy by providing contextual data, enabling users to locate information more effectively. - Scalability: Operates automatically and at scale, analyzing and classifying both existing and new documents without additional input from users. - Security and Governance: Maintains the security and governance protections of the iManage platform, ensuring that data processed by AI remains secure and compliant. Primary Value and Problem Solved: iManage AI Enrichment addresses the challenge of managing vast amounts of unstructured data by automating the classification and enrichment of documents. This automation reduces manual effort, minimizes errors, and enhances the overall quality and value of an organization's saved documents. By enabling natural-language search and delivering more actionable results, it empowers professionals to focus on higher-value activities that drive business outcomes, thereby boosting productivity and leveraging organizational knowledge more effectively.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate iManage Enrichment?

  • Custom Extension: 8.9/10 (Category avg: 8.2/10)
  • Compositionality: 9.4/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.9/10 (Category avg: 8.3/10)

Who Is the Company Behind iManage Enrichment?

  • Seller: iManage
  • Year Founded: 2015
  • HQ Location: Chicago, Illinois
  • Twitter: @imanageinc
    2,763 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,310 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Medium, 25% Small

What Are Recent G2 Reviews of iManage Enrichment?

InMoment Experience Improvement (XI) Platform

InMoment, the leader in improving experiences and the highest recommended CX platform and services company in the world is renowned for helping clients collect and integrate customer experience data to uncover the insights that enable the smartest actions. As the pace setters in applying award-winning AI, its global clients activate every byte of their experience data—from structured surveys and social reviews to unstructured conversations from call logs, emails, support tickets, and chat transcripts to breakdown data silos. This unique technology combined with in-house industry experts empower brands to gain ROI from their CX programs in half the time as its competitors. Unlock the true potential of every piece of customer data with InMoment. To learn more, visit inmoment.com

Average Rating: 4.7/5.0

Total Reviews: 314

How Do G2 Users Rate InMoment Experience Improvement (XI) Platform?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.0/10)

Who Is the Company Behind InMoment Experience Improvement (XI) Platform?

Who Uses This Product?

  • Who Uses This: Product Manager, Customer Success Manager
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 47% Small, 39% Medium

What Are Recent G2 Reviews of InMoment Experience Improvement (XI) Platform?

What Are G2 Users Discussing About InMoment Experience Improvement (XI) Platform?

Loris

Transform customer interactions into opportunities for insight, optimization & growth. Automate time-consuming customer service and conversation review processes without compromising accuracy, using deep customer experience domain expertise and a library of AI models trained on millions of real customer service conversations. - Customer Insights: Uncover why customers are frustrated, understand the needs hidden in every conversation, and create solutions to improve not only your customer experience, but also your company strategy. Instantly and all in one place. - Quality Assurance: Stop subjective assessment, listening to long call recordings, and juggling multiple systems. Create consistency at every part of your QA process, automating conversation scoring, streamlining agent coaching, and measuring performance trends at all levels of your organization. - Agent Co-Pilot: Guide agents in live customer conversations, using best practice workflows and real-time sentiment analysis to give the right answer, at the right time. Improve policy compliance, customer satisfaction, and agent ramp time with more predictable interactions, delivered by agents and powered by AI.

Average Rating: 4.8/5.0

Total Reviews: 11

How Do G2 Users Rate Loris?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.0/10)

Who Is the Company Behind Loris?

  • Seller: Loris
  • Year Founded: 2018
  • HQ Location: New York, US
  • Twitter: @loris_ai
    231 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    62 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 73% Medium, 18% Large

What Are Recent G2 Reviews of Loris?

MeaningCloud

MeaningCloud provides software and services for automatic extraction of insights from unstructured information sources.

Average Rating: 4.5/5.0

Total Reviews: 4

Who Is the Company Behind MeaningCloud?

  • Seller: MeaningCloud
  • Year Founded: 1998
  • HQ Location: New York, US
  • Twitter: @MeaningCloud
    835 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Small, 25% Medium

What Are Recent G2 Reviews of MeaningCloud?

What Are G2 Users Discussing About MeaningCloud?

QuData

QuData's core areas of competency are Conversational AI (speech recognition, dialogue systems, voice assistants); natural language understanding; image analysis (image classification and segmentation, object/face detection); customer behaviour analysis. The company's team of programmers and data scientists successfully implemented a number of projects for its business partners. Qudata's researchers also work on innovative approaches to artificial general intelligence.

Average Rating: 4.8/5.0

Total Reviews: 4

How Do G2 Users Rate QuData?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)
  • Custom Extension: 6.7/10 (Category avg: 8.2/10)
  • Compositionality: 8.3/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.9/10 (Category avg: 8.3/10)

Who Is the Company Behind QuData?

  • Seller: Qudata
  • Year Founded: 2018
  • HQ Location: Dnipro, UA
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Medium, 25% Small

What Are Recent G2 Reviews of QuData?

Bytesview

BytesView is an machine learning and NLP-based paid text analysis tool that can help you analyze and extract actionable insights from unstructured text. BytesView also offers various text analysis models that can help you identify and extract relevant information from extensive volumes of textual data.

Average Rating: 5.0/5.0

Total Reviews: 3

Who Is the Company Behind Bytesview?

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Are Recent G2 Reviews of Bytesview?

What Are G2 Users Discussing About Bytesview?

Cotera OS

Cotera is the fastest way to build an AI agent. With Cotera, top teams (like Bilt Rewards, Coterie, Peloton, and Skims) are building AI agents and workflows, automating their complex, high-frequency tasks & processes, saving time and driving major gains on the balance sheet and with customer experiences. Create an agent by typing instructions like you would to a co-worker. Then give it access to hundreds of tools, and watch it work. With first-of-its-kind controls, you not only get an extremely EASY TO USE platform, but: - consistent results - can see what your agent did and why - can set cost controls on agents and processes

Average Rating: 4.8/5.0

Total Reviews: 3

How Do G2 Users Rate Cotera OS?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)
  • Custom Extension: 10.0/10 (Category avg: 8.2/10)
  • Compositionality: 10.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 10.0/10 (Category avg: 8.3/10)

Who Is the Company Behind Cotera OS?

  • Seller: Cotera
  • Year Founded: 2022
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    17 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About Cotera OS?

AI-generated summary from verified user reviews

Pros
  • Users value the customer insights from Cotera OS, enhancing decision-making and improving overall organizational efficiency.
  • Users highlight automation features of Cotera OS that significantly enhance efficiency and decision-making across departments.
  • Users commend the exceptional customer support from Cotera, facilitating easy setups and critical insights for all teams.
  • Users value the data aggregation capabilities of Cotera OS, providing real-time insights across teams for improved operations.
  • Users commend the easy and quick setup of Cotera OS, enabling seamless integration and collaboration across teams.
Cons
  • Users note that Cotera OS is not fully self-service, relying on a data scientist for support during setup.
  • Users find the inadequate AI capabilities of Cotera OS hinder self-service and require reliance on data scientists.

What Are Recent G2 Reviews of Cotera OS?

DataWalk

DataWalk is an enterprise Graph & AI platform that uncovers complex relationships and knowledge within raw, dispersed data. It transforms this into actionable insights for decision-making by combining: an investigative visual interface for limitless exploration of data and relationships; a powerful engine that automatically detects patterns and anomalies in contextualized data at scale; and an architecture that enables secure, explainable, and high-performance AI adoption. DataWalk is an enterprise Graph & AI platform that uncovers complex relationships and knowledge within raw, dispersed data. It transforms this into actionable insights for decision-making by combining: an investigative visual interface for limitless exploration of data and relationships; a powerful engine that automatically detects patterns and anomalies in contextualized data at scale; and an architecture that enables secure, explainable, and high-performance AI adoption.

Average Rating: 4.7/5.0

Total Reviews: 12

How Do G2 Users Rate DataWalk?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)
  • Custom Extension: 8.9/10 (Category avg: 8.2/10)
  • Compositionality: 8.9/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.9/10 (Category avg: 8.3/10)

Who Is the Company Behind DataWalk?

  • Seller: DataWalk
  • HQ Location: Redwood City, CA
  • Twitter: @DataWalk
    1,091 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    122 employees on LinkedIn®
  • Ownership: DAT (WSE)

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of DataWalk?

fractal

Fractal Analytics offers predictive analytics and scoring Solutions for financial services, consumer products, retail and telecom sectors.

Average Rating: 4.6/5.0

Total Reviews: 4

How Do G2 Users Rate fractal?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)
  • Custom Extension: 10.0/10 (Category avg: 8.2/10)
  • Compositionality: 10.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.3/10)

Who Is the Company Behind fractal?

Who Uses This Product?

  • Company Size: 75% Medium, 25% Large

What Are Recent G2 Reviews of fractal?

Infinia ML

Infinia ML and its IDP platform help customers and partners tackle their most complex document processing challenges. The platform reads and understands document content like a human being, using prebuilt document processing engines to extract the information of interest automatically. Enterprise leaders and technology innovators trust Infinia ML to deliver value for critical document processing and automation challenges across their organization.

Average Rating: 4.8/5.0

Total Reviews: 4

How Do G2 Users Rate Infinia ML?

  • Custom Extension: 10.0/10 (Category avg: 8.2/10)
  • Compositionality: 9.4/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.3/10)

Who Is the Company Behind Infinia ML?

Who Uses This Product?

  • Company Size: 75% Medium, 25% Small

What Are Recent G2 Reviews of Infinia ML?

Intellexer Summarizer

Intellexer Summarizer receives a source document and passes it to the Intellexer Preformator which extracts plain text (along with text formatting information, headers, links, etc.), detects document structure and language (using Intellexer Language Recognizer). Extracted text is received to the Intellexer Linguistic Processor which provides syntactic and semantic processing. After complete analysis extracted information is passed back to the Intellexer Summarizer for document summary generation

Average Rating: 4.0/5.0

Total Reviews: 3

How Do G2 Users Rate Intellexer Summarizer?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.0/10)
  • Custom Extension: 7.5/10 (Category avg: 8.2/10)
  • Compositionality: 6.7/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 7.5/10 (Category avg: 8.3/10)

Who Is the Company Behind Intellexer Summarizer?

  • Seller: EffectiveSoft
  • Year Founded: 2003
  • HQ Location: San Diego, US
  • Twitter: @EffectiveSoft
    992 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    362 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Medium, 67% Small

What Are Recent G2 Reviews of Intellexer Summarizer?

OpenText Data Discovery (Magellan)

OpenText Magellan is a flexible AI and Analytics platform that combines open source machine learning with advanced analytics, enterprise-grade BI, and capabilities to acquire, merge, manage and analyze Big Data and Big Content stored in your Enterprise Information Management systems. Magellan enables machine-assisted decision making, automation, and business optimization.

Average Rating: 4.2/5.0

Total Reviews: 5

How Do G2 Users Rate OpenText Data Discovery (Magellan)?

  • Has the product been a good partner in doing business?: 7.2/10 (Category avg: 9.0/10)
  • Custom Extension: 8.3/10 (Category avg: 8.2/10)
  • Compositionality: 8.3/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.3/10)

Who Is the Company Behind OpenText Data Discovery (Magellan)?

  • Seller: OpenText
  • Year Founded: 1991
  • HQ Location: Waterloo, ON
  • Twitter: @OpenText
    21,565 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    23,048 employees on LinkedIn®
  • Ownership: NASDAQ:OTEX

Who Uses This Product?

  • Company Size: 40% Large, 40% Medium

What Do G2 Reviewers Say About OpenText Data Discovery (Magellan)?

AI-generated summary from verified user reviews

Pros
  • Users find OpenText Data Discovery (Magellan) easy to use, effectively fulfilling their needs with its features.
  • Users appreciate the unique features of OpenText Data Discovery, finding it user-friendly and effective for their needs.
Cons
  • Users face a steep learning curve due to insufficient training resources for effective use of OpenText Data Discovery.
  • Users note a slight learning curve with OpenText Data Discovery, wishing for improved training resources to enhance usage.
  • Users note a lack of guidance, suggesting the need for improved training to enhance effective application use.
  • Users note a lack of tutorials, leading to a slight learning curve for effective application use.
  • Users note a slight learning curve with OpenText Data Discovery, suggesting improved training for better usage.

What Are Recent G2 Reviews of OpenText Data Discovery (Magellan)?

What Are G2 Users Discussing About OpenText Data Discovery (Magellan)?

Rosette

Rosette® text analytics is a robust toolkit for processing language, documents, and names. When combined together, they create powerful solutions that deliver insights for better decisions and deeper value for their users. Our customers across the globe, in government, finance, eDiscovery, search, social media, and beyond, depend on Rosette text analytics to analyze massive volumes of data and transform their unstructured text.

Average Rating: 4.5/5.0

Total Reviews: 3

How Do G2 Users Rate Rosette?

  • Custom Extension: 8.3/10 (Category avg: 8.2/10)
  • Compositionality: 7.5/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.3/10)

Who Is the Company Behind Rosette?

  • Seller: Basis Technology
  • Year Founded: 1995
  • HQ Location: Somerville, US
  • Twitter: @basistechnology
    2,857 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    54 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Large, 33% Small

What Are Recent G2 Reviews of Rosette?

What Are G2 Users Discussing About Rosette?

X Detector

X Detector is an advanced multilingual tool designed to identify content generated by leading AI models. It supports detection of more than a dozen languages with high accuracy. No matter who you are, X Detector provides reliable and precise detection to ensure accurate identification of AI-generated content.

Average Rating: 4.5/5.0

Total Reviews: 3

How Do G2 Users Rate X Detector?

  • Custom Extension: 9.4/10 (Category avg: 8.2/10)
  • Compositionality: 8.9/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 10.0/10 (Category avg: 8.3/10)

Who Is the Company Behind X Detector?

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of X Detector?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 3, 2024