SAN MATEO, California, December 9, 2025 — dotData, a pioneer and leading provider of AI-powered insight discovery platforms, today announced the release of dotData TextSense — a new product designed to extract and structure “meaning” from unstructured business text data.
Unlocking the Value of Business Text Data
From sales reports and customer feedback (VOC) to support tickets and employee evaluations, much of a company’s critical information exists in the form of unstructured text. Text records often contain insights with the potential to transform business operations. Traditional text mining approaches—such as natural language processing or topic analysis—require specialized skills, domain-specific dictionaries, and significant pre-processing, limiting their accessibility and practical impact.
Introducing dotData TextSense
dotData TextSense leverages Generative AI to automatically extract “meaning” from text with high precision, converting text into structured semantic labels. By seamlessly integrating unstructured text with structured business data, dotData TextSense enables anyone—not just experts—to quickly and effectively uncover deep insights from text documents.
Extracting Context-Aware Features
Unlike traditional methods that rely on word frequency, dotData TextSense employs Large Language Models (LLMs) to understand context and intent, structuring text into semantic labels, solving three long-standing challenges in text analytics:
- Interpretability of results: Traditional approaches often fail to capture nuances, such as negation (“did not visit the customer”), leading to misleading features that are difficult to interpret. dotData TextSense eliminates this ambiguity.
- Dependency on pre-processing and dictionaries: Conventional methods require extensive effort to build and maintain synonym/stopword dictionaries. dotData TextSense minimizes these dependencies.
- Limited applicability: Each application (e.g., sentiment analysis, VOC analysis) traditionally required a dedicated model and domain expertise. dotData TextSense democratizes text analysis by making it flexible and extensible.
Key Capabilities of dotData TextSense
- Automatic AI-Driven Label Recommendations
In text analysis, deciding “what to extract” is critical. In addition to user-defined labels, dotData TextSense analyzes text and automatically suggests meaningful labels. This enhances both efficiency and coverage, enabling anyone to design high-quality semantic labels. - Automatic Prompt Adjustment via Feedback
Extracted label accuracy often depends heavily on prompt design, known as prompt engineering, which can be complex for non-experts. With dotData TextSense, users simply provide feedback (correct/incorrect) on results, and the system automatically adjusts prompts. This iterative feedback loop continuously enhances accuracy—without requiring advanced skills. - Integrated Insights from Structured & Unstructured Data
By transforming text into semantic labels, dotData TextSense allows organizations to combine unstructured text with structured business data. When used in conjunction with platforms such as dotData Enterprise, dotData Feature Factory, or dotData Insight, companies can generate more profound and comprehensive business insights from all their data.
Availability
dotData TextSense is now available as a cloud-based service via dotData Cloud. Learn more about dotData TextSense at https://dotdata.com/dotdata-textsense/ or contact dotData at contact@dotdata.com.
Contact Us
E-mail: contact@dotdata.com
Media Contact
E-mail: marketing@dotdata.com
Phone: 415-460-7844
About dotData
dotData's pioneering Statistical AI technology addresses the most complex challenge of modern analytics and AI projects: uncovering the nuanced, hidden gems of insight that were previously trapped in unexplored data. Our award-winning engine navigates the most complex and convoluted data structures by connecting the dots within large-scale datasets in hours, rather than days, discovering high-value, transparent, and explainable signals. dotData enables organizations to eliminate human bias and reduce costs by exploring 100 times more signals, including those yet to be imagined. The power of dotData’s technology is providing game-changing insights for Fortune 500 organizations around the world.
Learn more about dotData Insight at https://dotdata.com/dotdata-insight/ or contact dotData at contact@dotdata.com.
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