
Text IQ - Detailed Review
Legal Tools

Text IQ - Product Overview
Text IQ by Relativity
This version of Text IQ is part of Relativity, a global legal and compliance technology company. Here’s a brief overview:
Primary Function
Text IQ by Relativity is an AI-driven tool that helps legal, compliance, and privacy teams manage and mitigate risks in enterprise data. It focuses on identifying sensitive information, conducting privilege reviews, and responding to data breaches.
Target Audience
The primary users are legal and compliance teams in large enterprises, law firms, and government agencies, including organizations like the U.S. Department of Justice and 198 of the AmLaw 200 firms.
Key Features
- Privilege Reviews: Text IQ’s flagship product, Priv IQ, reduces the time and cost of conducting privilege reviews by up to 75% and significantly reduces associated risks.
- Data Breach Response: It speeds up and increases the accuracy of data breach response workflows and helps identify and manage personally identifiable information (PII).
- Social Network Analysis (SNA) and Natural Language Processing (NLP): Text IQ uses these techniques to extract complete social networks from unstructured data, providing insights into relationships and communication patterns.
Text IQ by Qualtrics
This version of Text IQ is a feature within the Qualtrics survey platform.
Primary Function
Text IQ by Qualtrics is a text analysis tool that helps users analyze and categorize open-ended feedback from surveys.
Target Audience
The primary users are researchers, marketers, and customer experience teams who need to analyze large volumes of text data from surveys.
Key Features
- Topic Assignment: Automatically assigns topics to feedback based on complex, related terms and recommends topics based on frequently discussed terms.
- Sentiment Analysis: Classifies the sentiment of open text, providing a macro-level understanding of how respondents feel about certain topics.
- Automated Tagging: Eliminates manual labor by automatically sorting and tagging feedback, which can then be filtered, analyzed, and shared easily.
Each version of Text IQ serves a different purpose and caters to distinct needs within their respective fields.

Text IQ - User Interface and Experience
Accessing Text IQ
To access Text IQ, users need to ensure their account has the “Edit Survey Responses” permission enabled. The feature can be accessed by clicking on the project and then selecting the Text IQ icon, which looks like a scatterplot. This icon is usually found on the right-hand side of the interface.
Interface Modes
Text IQ operates in two primary modes: editing mode and analysis mode. To enter editing mode, users must click the “Edit topics” button, which changes to “Return to summary” once in editing mode. In this mode, users can add or modify topics and widgets. Basic text clients, however, remain in editing mode at all times.
Adding and Managing Topics
Users can build out topics by searching for complex, related terms, using recommended topics suggested by Qualtrics based on frequently discussed terms, importing topics from other analyses, or manually adding topics to specific responses. This flexibility allows for efficient categorization of feedback.
Visualizations and Dashboards
The interface includes dynamic widgets that help in reporting and visualizing results. Users can create customizable dashboards to display consumable results, making it easier to identify trends and patterns in the data. For example, the “actionability” feature allows users to prioritize actionable insights, such as urgent issues or constructive suggestions, using labels like “response needed” or “suggestions.”
Ease of Use
Text IQ is built to automate many of the manual processes involved in text analysis, such as reading and tagging comments individually. This automation significantly reduces the time and effort required to analyze large volumes of feedback. The interface is structured to guide users through the process of setting up topics and visualizations, making it relatively straightforward to use even for those without extensive experience in text analysis.
Overall User Experience
The overall user experience is enhanced by the integration of AI technology, which helps in identifying patterns and trends in open text and automatically suggesting relevant topics. This feature eliminates much of the manual labor associated with traditional text analysis, allowing users to focus on making data-driven decisions. The clear distinction between editing and analysis modes helps users to efficiently manage and analyze their data, making the tool both effective and user-friendly.
In summary, Text IQ’s user interface is designed to be accessible, efficient, and easy to use, making it a valuable tool for organizations looking to gain insights from open-ended feedback without the burden of manual analysis.

Text IQ - Key Features and Functionality
Text IQ Integration with Legal and Compliance Tools
Text IQ boasts several key features that leverage advanced AI technologies to streamline and enhance various processes. Here are the main features and how they work:Automated Text Analysis
Text IQ uses AI to analyze large volumes of text data automatically, eliminating the need for manual tagging and sorting of comments. This feature is particularly beneficial in legal and compliance contexts where vast amounts of data need to be reviewed quickly and accurately.Topic Modeling and Identification
The AI in Text IQ identifies patterns and trends in open text, automatically suggesting relevant topics that the feedback aligns with. This helps in categorizing feedback without the need for complex modeling and training, making it easier to manage and analyze large datasets.Sentiment and Emotion Analysis
Text IQ includes enhanced features such as sentiment analysis, emotion labeling, and emotional intensity. These capabilities help in identifying the emotional tone and effort associated with the feedback, providing deeper insights into customer or user sentiments.Actionability
The actionability feature prioritizes actionable insights by labeling feedback as “response needed” for urgent issues, “suggestions” for constructive ideas, and “other” for feedback requiring further investigation. This helps organizations address critical issues promptly and leverage constructive suggestions for long-term improvement.Identification of Sensitive Data
Text IQ’s AI is specialized in identifying and managing sensitive data, such as personally identifiable information (PII), privileged documents, and data related to compliance and misconduct. This is crucial for legal and compliance purposes, especially in responding to data subject access requests (DSARs) and data breaches.Reduction of Manual Labor and Risk
By automating the process of document review, Text IQ significantly reduces the time and cost associated with tasks like privilege reviews, which can otherwise consume thousands of hours and are prone to human error. This reduces the risk of errors and lowers the overall cost by up to 75%.Integration with Existing Ecosystems
Text IQ’s integration with Relativity’s products, such as RelativityOne and Relativity Trace, enhances the existing AI and machine learning functionality. This integration allows for a more comprehensive and efficient management of legal and compliance data within the Relativity ecosystem.Unconscious Bias Detection
As part of its AI for Good initiative, Text IQ includes an unconscious bias detector. This feature helps in protecting privacy and ensuring that AI-driven decisions are free from bias, which is essential in legal and compliance contexts where fairness and accuracy are paramount. These features collectively enable organizations to manage and analyze large volumes of text data efficiently, identify sensitive information accurately, and make data-driven decisions with greater speed and accuracy.
Text IQ - Performance and Accuracy
Evaluating Text IQ’s Performance
Evaluating the performance and accuracy of Text IQ, particularly in the context of legal tools and AI-driven products, reveals a mixed picture with both strengths and limitations.
Strengths in Other Contexts
In a different context, such as identifying critical personal data, Text IQ has demonstrated superior performance. For instance, it outperformed solutions from AWS, Microsoft, and Google in identifying sensitive data like social security numbers and health records. Text IQ achieved an F-Score of 0.65, which is 30% higher than the next best solutions and significantly better than Google’s performance.
Limitations in Text Analysis
However, when applied to text analysis, particularly in environments like survey feedback and qualitative data, Text IQ faces several challenges. Here are some key limitations:
- Precision and Recall: While Text IQ can process large amounts of text, it often struggles with precision and recall in certain contexts. For example, in a college setting, it was found to be cumbersome and less accurate, requiring significant human review to categorize comments correctly.
- Handling Nuances and Errors: The tool has difficulty with misspellings, jargon, acronyms, and nuanced language such as sarcasm and satire. This can lead to inaccurate categorization and a high need for manual review.
- Lack of Contextual Understanding: Text IQ tends to rely heavily on exact word matches rather than understanding the broader context or thought patterns behind the text. This can result in less satisfying and less accurate outputs.
Specific to Legal Tools
While there is no direct information available on Text IQ’s performance specifically within the legal tools category, the general limitations observed can be inferred to apply here as well:
- Accuracy and Reliability: In legal contexts, high precision and recall are crucial to avoid false positives and ensure that all relevant information is captured. Given Text IQ’s struggles with these metrics in other areas, it may not meet the stringent accuracy requirements of legal AI tools.
- Handling Specialized Language: Legal documents often contain specialized language, jargon, and complex structures that could pose challenges for Text IQ, similar to those observed in other contexts.
Areas for Improvement
To improve its performance and accuracy, especially in legal or highly specialized contexts, Text IQ could benefit from:
- Enhanced Natural Language Processing (NLP): Improving the ability to handle nuances, misspellings, and specialized language.
- Contextual Understanding: Developing better capabilities to understand the context and intent behind the text.
- Manual Categorization Tools: Enhancing tools for manual categorization to make the process more efficient and accurate.
- Training Data: Expanding and refining the training data to include more legal and specialized contexts.
Conclusion
In summary, while Text IQ has shown promise in certain areas, its application in legal tools and text analysis requires significant improvements to meet the high standards of accuracy and reliability demanded in these fields.

Text IQ - Pricing and Plans
Pricing Structure for Text iQ
The pricing structure for Text iQ, which is an analytic component of the Qualtrics survey platform, is not explicitly outlined in the same way as other standalone products. Here are some key points to consider:Integration with Qualtrics
Text iQ is a feature integrated into the Qualtrics survey software, rather than a standalone product. Therefore, its pricing is tied to the overall Qualtrics platform pricing.Qualtrics Pricing
Qualtrics offers various plans, but the specific pricing details for these plans are not publicly available in the provided sources. Generally, Qualtrics pricing varies based on the features and the number of users or responses. It is typically offered through different tiers such as individual, business, and enterprise plans, but the exact costs are usually provided upon contacting their sales team.Features of Text iQ
Text iQ itself offers several advanced features for analyzing text responses, including:- Sentiment analysis
- Actionability, effort, emotion, and emotional intensity categorization
- Topic creation through manual search, Query Builder, or recommended topics
- Visualization tools like constellations to show keyword relationships
Enrichments and Permissions
Additional enrichments in Text iQ, such as actionability and emotional intensity, are added to new text analyses by default. However, these can also be added to existing datasets, but this requires the “Use Text Analysis” user permission.No Free Standalone Option
There is no free standalone version of Text iQ, as it is a part of the broader Qualtrics platform. Users need to have access to Qualtrics to use Text iQ.Contact for Pricing Information
To get precise pricing information for Qualtrics and its included features like Text iQ, it is recommended to contact their sales team or check their official website for more detailed pricing plans.
Text IQ - Integration and Compatibility
Integration and Compatibility of Text IQ
When discussing the integration and compatibility of Text IQ, it is important to distinguish between two different products with the same name, one from Relativity and the other from Qualtrics.Text IQ by Relativity
Text IQ, acquired by Relativity, is integrated into Relativity’s ecosystem, which includes products like RelativityOne and Relativity Trace. Here are some key points about its integration:Relativity Ecosystem
Text IQ’s AI models are now accessible within the Relativity ecosystem, which is widely used by law firms, enterprises, and service providers for e-discovery and compliance purposes.Expanded Capabilities
The integration enhances Relativity’s ability to identify and manage sensitive data, automate document reviews, and respond to data breaches. This includes reducing the time and cost of conducting privilege document reviews by up to 75% and minimizing associated risks.Global Network of Partners
Relativity’s global network of partners benefits from this acquisition, as they can now offer Text IQ’s AI tools to deliver more value across the e-discovery lifecycle.Text IQ by Qualtrics
Qualtrics’ Text iQ is a text analytics engine integrated within the Qualtrics platform, which is used for customer experience management.Qualtrics Platform
Text iQ is part of the Qualtrics iQ platform and works in combination with other components like Driver iQ and Stats iQ. This integration helps in analyzing customer-generated data from various sources such as social media, online reviews, and call center notes.Language Compatibility
Text iQ supports over 100 languages and can translate comments from their original language into the target language. It has native-language analysis capabilities in English, Spanish, French, and German.Automated Insights
The tool automatically sorts feedback, updates reports and dashboards in real-time, and suggests relevant topics, eliminating the need for manual labor in reading and tagging comments.Conclusion
In summary, the integration of Text IQ varies significantly depending on whether it is part of Relativity’s legal and compliance tools or Qualtrics’ customer experience management platform. Each integration is tailored to the specific needs of its respective industry and user base.
Text IQ - Customer Support and Resources
Customer Support
- Users can contact the Qualtrics Support Team through their Customer Success Hub. This is the primary channel for technical support and troubleshooting issues with Text iQ.
Additional Resources
- Documentation and Guides: Qualtrics provides extensive documentation on Text iQ functionality, including how to use the tool, differences between Basic and Advanced versions, and best practices. These resources cover topics such as uploading data, managing topics, and using additional enrichments like sentiment analysis and actionability.
- Best Practices: There is a dedicated section on best practices for using Text iQ, which includes tips on writing effective open-ended questions, managing dashboard notifications, and analyzing text data in Stats iQ.
- Community Support: Users can connect with other developers and XM experts through the Qualtrics developer portal and community forums. This allows for sharing knowledge and resolving issues collaboratively.
- Video Tutorials: Qualtrics offers video tutorials, such as the “Tech Tuesday” series, which provide step-by-step guides on how to use Text iQ features effectively. These videos cover topics like analyzing text responses, creating topics, and using recommended topics.
User Permissions and Access
- To access Text iQ, users must have the “Edit Survey Responses” permission enabled. Additionally, certain features like adding enrichments require the “Use Text Analysis” user permission.
By leveraging these support options and resources, users can optimize their use of Text iQ and address any issues that may arise during the analysis process.

Text IQ - Pros and Cons
Advantages of Text IQ in the Legal Tools AI-Driven Product Category
Efficiency in Privilege Reviews
Text IQ, particularly its Priv IQ product, significantly streamlines the process of conducting privilege reviews. It can analyze large volumes of documents to identify privileged communications, reducing the time and costs associated with this task by up to 75% and minimizing the risk of human error.Automated Analysis
Text IQ automates the analysis of open-ended feedback and documents, freeing up staff time that would otherwise be spent on manual review. This automation is particularly beneficial in legal and compliance contexts where time is crucial.Sentiment and Emotion Analysis
The tool offers advanced sentiment analysis, emotion labeling, and emotional intensity detection. These features help in identifying critical issues, customer pain points, and constructive suggestions, enabling proactive actions and informed decision-making.Actionability Feature
Text IQ’s actionability feature prioritizes actionable insights, labeling feedback as ‘response needed’ for urgent issues, ‘suggestions’ for constructive ideas, and ‘other’ for feedback requiring further investigation. This helps organizations address critical issues promptly.Reducing Human Bias
Text IQ helps manage human bias in data interpretation by providing objective AI-driven analysis, ensuring that the insights derived are more accurate and unbiased.Disadvantages of Text IQ
Limitations in Natural Language Processing
One of the significant drawbacks of Text IQ, as experienced in certain environments, is its inability to effectively handle nuances in natural language. It struggles with misspellings, jargon, acronyms, and understanding sarcasm or satire. This can lead to less accurate categorization and summarization of comments.Cumbersome Model
Users have reported that the Text IQ model can be cumbersome, especially when dealing with smaller datasets. It may require extensive manual review and categorization, which can be time-consuming and may not fully leverage the AI capabilities.Interface Issues
The interface of Text IQ can be challenging to work with, particularly when compared to other tools like Excel. Users have noted difficulties in sorting comments alphabetically and viewing multiple comments at once, which hampers the ability to identify patterns effectively.Specific Context Limitations
While Text IQ may be effective in certain contexts such as privilege reviews in legal settings, it may not perform as well in other environments. For example, in academic settings with smaller datasets and specific jargon, Text IQ has been found less satisfactory. In summary, while Text IQ offers significant advantages in terms of efficiency, automated analysis, and sentiment detection, it also has limitations, particularly in handling natural language nuances and interface usability, which can vary depending on the specific context in which it is used.
Text IQ - Comparison with Competitors
When Comparing Text IQ with Other AI-Driven Legal Tools
It’s important to note that Text IQ from Qualtrics is primarily a text analysis tool, not specifically designed for legal research or legal practice. Here are some key differences and potential alternatives:
Text IQ
- Text IQ is a part of the Qualtrics survey platform, focused on text analysis, sentiment analysis, and topic assignment. It is not designed for legal research or document review.
Unique Features of Legal AI Tools
CoCounsel
- CoCounsel, offered by Casetext, is an AI tool specifically designed for legal research and document review. It can read documents, answer specific questions, prepare for depositions, and create timelines. It is trained on legal data and is secure enough for legal practice.
Harvey AI
- Harvey AI is a specialized legal AI platform that excels in contract analysis, due diligence, and legal research across multiple jurisdictions. It can analyze complex legal documents, extract key provisions, and assist in drafting responses to legal questions.
Lexis AI
- Lexis AI by LexisNexis combines a vast legal database with advanced AI functionality. It features a Brief Analysis tool, Judicial Analytics, and an AI-powered document drafting assistant. This tool is highly relevant for legal research, document review, and drafting legal documents.
ROSS Intelligence
- ROSS Intelligence is known for its ability to understand complex legal questions posed in plain English. It searches through legal databases, case laws, statutes, and legal opinions to provide precise answers and highlights key passages in legal documents.
Key Differences
- Purpose: Text IQ is primarily for text analysis in surveys and customer feedback, whereas tools like CoCounsel, Harvey AI, Lexis AI, and ROSS Intelligence are specifically designed for legal research, document review, and other legal tasks.
- Functionality: Text IQ does not offer features like document review, legal question answering, or drafting legal documents, which are core functionalities of the mentioned legal AI tools.
- Integration: Legal AI tools are often integrated with extensive legal databases and are designed to work within the legal framework, something Text IQ does not provide.
Potential Alternatives
If you are looking for AI tools to assist with legal tasks, here are some alternatives:
- For Document Review and Legal Research: CoCounsel, Harvey AI, and Lexis AI are strong contenders.
- For Contract Analysis: Harvey AI and tools like Kira Systems by Litera are highly effective.
- For General Legal Assistance: ROSS Intelligence and Thomson Reuters’ CoCounsel offer comprehensive support.
In summary, while Text IQ is a powerful tool for text analysis, it is not suited for the specific needs of legal research and practice. For those needs, the aforementioned legal AI tools are more appropriate.

Text IQ - Frequently Asked Questions
Frequently Asked Questions about Text IQ
Q1: What is Text IQ and what does it do?
Text IQ is a powerful text analysis tool provided by Qualtrics. It allows users to assign topics to feedback, perform sentiment analysis, and report results using dynamic widgets. It also automates the process of sorting and tagging feedback, reducing manual labor.Q2: How does Text IQ handle misspelled words in responses?
Text IQ includes a basic spell checking system that ensures misspelled or incorrectly capitalized words are still tagged correctly. This feature helps capture all responses, even those with spelling errors, so no feedback falls through the cracks.Q3: Can I manually add or remove topics from responses in Text IQ?
Yes, you can manually add or remove topics from specific responses in Text IQ. This gives you the flexibility to categorize feedback outside of the initial automated tagging process.Q4: How does Text IQ suggest topics for feedback?
Text IQ uses predictive text technology to automatically suggest relevant topics based on frequently discussed terms in the feedback. It also allows you to import topics from other analyses or use topics from the Qualtrics topic library.Q5: What are the new enhanced features in Text IQ?
Qualtrics has recently introduced several new features to Text IQ, including sentiment analysis, actionability, effort analysis, emotion labeling, emotional intensity, and hierarchical topic modeling. The actionability feature, for example, prioritizes actionable insights by labeling feedback as needing a response, suggestions, or further investigation.Q6: How do I access Text IQ in Qualtrics?
To access Text IQ, your account must have the Edit Survey Responses permission enabled. Additionally, ensure that your ad blockers are turned off, as they can interfere with Text IQ’s ability to load.Q7: Can I search through responses and build queries in Text IQ?
Yes, Text IQ includes a search bar that allows you to search through responses, build sophisticated queries, or create new topics. This feature helps in efficiently managing and analyzing large volumes of feedback.Q8: Are there any limits to the number of topics I can create in Text IQ?
Each question in Text IQ has a limit of 1,000 topics. If an import contains more than this maximum or would exceed this limit, no topics will be imported, and you will receive a notification explaining why.Q9: How does Text IQ help in managing human bias in data interpretation?
Text IQ automates the analysis of open-ended feedback, which helps in reducing human bias by providing objective and consistent tagging and analysis of responses. This automation ensures that feedback is categorized based on predefined criteria rather than personal interpretations.Q10: Can I view visualizations and trends in my data using Text IQ?
Yes, Text IQ is fully integrated with Qualtrics’ visualization tools, allowing you to view trends in your data through dynamic widgets and other visualizations. This helps in making data-driven decisions more efficiently.
Text IQ - Conclusion and Recommendation
Final Assessment of Text IQ in the Legal Tools AI-Driven Product Category
Text IQ stands out as a significant player in the legal AI landscape, particularly when integrated with platforms like Relativity. Here’s a comprehensive look at its benefits, target users, and overall recommendation.Key Benefits and Capabilities
Privilege Reviews
Text IQ’s flagship product, Priv IQ, is highly effective in reducing the time and costs associated with conducting privilege reviews. It can cut down the time by up to 75% and significantly reduce the risks of human error and inadvertent disclosure of privileged information.
Advanced AI Techniques
Text IQ employs a combination of unsupervised and semi-supervised machine learning, social network analysis (SNA), and natural language processing (NLP) to structure unstructured data. This allows for the identification of sensitive information at scale with minimal human input.
Compliance and Privacy
The platform is also used to identify and manage personally identifiable information (PII) as part of global privacy compliance and to speed up data breach response workflows.
Entity Extraction
Text IQ can extract detailed information about individuals and their roles within large datasets, providing insights into social networks and communication patterns.
Who Would Benefit Most
Text IQ is particularly beneficial for:Large Enterprises
Companies dealing with vast amounts of unstructured data will find Text IQ invaluable for managing latent risks, such as identifying privileged communications and complying with global privacy regulations.
Law Firms
Firms conducting extensive document reviews, privilege reviews, and other legal research will benefit from the time and cost savings, as well as the enhanced accuracy provided by Text IQ.
Compliance Teams
Teams responsible for data breach response and privacy compliance will appreciate the platform’s ability to quickly and accurately identify sensitive information.
Overall Recommendation
Text IQ is a powerful tool for legal and compliance teams looking to automate routine tasks, reduce costs, and enhance accuracy. Its integration with Relativity further amplifies its capabilities, making it an essential asset for organizations handling large volumes of unstructured data. For those considering Text IQ, here are some key points to keep in mind:Efficiency and Accuracy
It significantly reduces the time and costs associated with privilege reviews and other legal tasks.
Risk Reduction
It minimizes the risk of human error and inadvertent disclosure of sensitive information.
Advanced AI Capabilities
It leverages advanced AI techniques to provide deep insights into unstructured data.
Overall, Text IQ is a valuable addition to any legal or compliance team’s toolkit, offering substantial benefits in efficiency, accuracy, and risk management.