Best Unstructured Data Analysis Tools
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Compare the Top Unstructured Data Analysis Tools as of January 2026
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What are Unstructured Data Analysis Tools?
Unstructured data analysis tools help organizations process and extract insights from data that lacks a predefined format, such as text, images, and audio. Leveraging AI, machine learning, and natural language processing, these tools identify patterns, sentiments, and trends within vast amounts of raw information. They are widely used for tasks like sentiment analysis, document classification, and image recognition, enabling businesses to make data-driven decisions from complex, unstructured datasets. Unstructured data analysis tools can also be used to process unstructured data for use in LLM RAG. Compare and read user reviews of the best Unstructured Data Analysis tools currently available using the table below. This list is updated regularly.
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Scrapeless
Scrapeless
Scrapeless - To unlock unprecedented insights and value from the vast unstructured data on the internet through innovative technologies. We will empower organizations to fully tap into the rich public data resources available online. With products: Scraping browser, Scraping API, web unlocker, proxies, and CAPTCHA solver, users can easily scrape public information from any website. Besides, Scrapeless also provide a web search tool: Deep SerpApi fully simplifies the process of integrating dynamic web information into AI-driven solutions and ultimately realize an ALL-in-One API that allows one-click search and extraction of web data. -
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Bright Data
Bright Data
Bright Data is the world's #1 web data, proxies, & data scraping solutions platform. Fortune 500 companies, academic institutions and small businesses all rely on Bright Data's products, network and solutions to retrieve crucial public web data in the most efficient, reliable and flexible manner, so they can research, monitor, analyze data and make better informed decisions. Bright Data is used worldwide by 20,000+ customers in nearly every industry. Its products range from no-code data solutions utilized by business owners, to a robust proxy and scraping infrastructure used by developers and IT professionals. Bright Data products stand out because they provide a cost-effective way to perform fast and stable public web data collection at scale, effortless conversion of unstructured data into structured data and superior customer experience, while being fully transparent and compliant.Starting Price: $0.066/GB -
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Medallia
Medallia
Medallia allows you to thoughtfully and systematically engage your users with targeted, in-the-moment surveys across digital and traditional touchpoints. Our easily implemented survey solutions ensure you're gathering relevant, actionable data to make measurable customer impact. Once the customer survey data is collected, Medallia's AI technology uses machine learning to analyze structured and unstructured data to uncover sentiment, find commonalities, predict behavior, anticipate needs and prescribe actions to improve experiences. Build the most effective surveys for your customer journeys. Rapidly manage change and innovation to every aspect of your experience management program—from design to emails, questions and translations—with sophisticated targeting logic, flexible conditioning and distribution. Medallia surveys allow you to -
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Etlworks
Etlworks
Etlworks is a modern, cloud-first, any-to-any data integration platform that scales with the business. It can connect to business applications, databases, and structured, semi-structured, and unstructured data of any type, shape, and size. You can create, test, and schedule very complex data integration and automation scenarios and data integration APIs in no time, right in the browser, using an intuitive drag-and-drop interface, scripting languages, and SQL. Etlworks supports real-time change data capture (CDC) from all major databases, EDI transformations, and many other fundamental data integration tasks. Most importantly, it really works as advertised.Starting Price: $300 per month -
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Dovetail
Dovetail Research
Dovetail is an AI-native customer intelligence platform that transforms customer conversations, documents, and surveys into actionable insights to drive better product decisions. It automatically analyzes call transcripts, survey responses, support tickets, and feedback to deliver fast, accurate reports that empower teams across product, marketing, sales, and customer experience. With integrations into Slack, Microsoft Teams, and popular tools like Notion and Zapier, Dovetail brings the voice of the customer directly to where teams work. The platform supports recruiting verified consumers and professionals for research, making customer feedback collection efficient and scalable. Trusted by Fortune 500 companies like Amazon, Deloitte, and Atlassian, Dovetail helps build a culture of customer-centricity through continuous insight sharing. Its AI-powered features reduce manual workload and accelerate understanding of user needs.Starting Price: $29/user/month -
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Anatics
Anatics
Data transformation and marketing analysis for enterprise. Driving confidence in your marketing investment and returns on advertising spend. Unstructured data is bad data and puts marketing decisions at risk. Extract, transform and load your data; run marketing programs with confidence. Connect and centralize your marketing data in anaticsTM. Load, normalize and transform your data in meaningful ways. Analyze and track your data; drive marketing performance. Collect, prepare and analyze all your marketing data. Say bye-bye to manually extracting data from different platforms. Fully automated data integration from more +400 data sources. Export the data to your chosen destinations. Store your raw data safely in the cloud so you can access them anytime you want. Back up your marketing plans with data. Focus your resources on action and growth, not downloading endless spreadsheets and CSV files.Starting Price: $500 per month -
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Dataleyk
Dataleyk
Dataleyk is the secure, fully-managed cloud data platform for SMBs. Our mission is to make Big Data analytics easy and accessible to all. Dataleyk is the missing link in reaching your data-driven goals. Our platform makes it quick and easy to have a stable, flexible and reliable cloud data lake with near-zero technical knowledge. Bring all of your company data from every single source, explore with SQL and visualize with your favorite BI tool or our advanced built-in graphs. Modernize your data warehousing with Dataleyk. Our state-of-the-art cloud data platform is ready to handle your scalable structured and unstructured data. Data is an asset, Dataleyk is a secure, cloud data platform that encrypts all of your data and offers on-demand data warehousing. Zero maintenance, as an objective, may not be easy to achieve. But as an initiative, it can be a driver for significant delivery improvements and transformational results.Starting Price: €0.1 per GB -
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Metal
Metal
Metal is your production-ready, fully-managed, ML retrieval platform. Use Metal to find meaning in your unstructured data with embeddings. Metal is a managed service that allows you to build AI products without the hassle of managing infrastructure. Integrations with OpenAI, CLIP, and more. Easily process & chunk your documents. Take advantage of our system in production. Easily plug into the MetalRetriever. Simple /search endpoint for running ANN queries. Get started with a free account. Metal API Keys to use our API & SDKs. With your API Key, you can use authenticate by populating the headers. Learn how to use our Typescript SDK to implement Metal into your application. Although we love TypeScript, you can of course utilize this library in JavaScript. Mechanism to fine-tune your spp programmatically. Indexed vector database of your embeddings. Resources that represent your specific ML use-case.Starting Price: $25 per month -
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s.360
Samplemed
s360 is the only life underwriting platform you’ll ever need. A complete underwriting workbench connected to Automated underwriting, predictive models, tele and video interviews, accelerated underwriting, and API-integrated paramedical exams report collection – have full control over your case pipeline and operate elegantly and autonomously. Get deeper underwriting insights because it was designed with a data-focused philosophy. It transforms your medical unstructured data into structured insights. Rich in a variety of risk analysis channels - predictive models, interviews, automated underwriting, accelerated UDW, lab exams, and underwriting manuals, among other incredible features.Starting Price: $250,000 per year -
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Reducto
Reducto
Reducto is a document-ingestion API that enables organizations to convert complex, unstructured documents, such as PDFs, images, and spreadsheets, into clean, structured outputs ready for large language model workflows and production pipelines. Its parsing engine reads documents as a human would, capturing layout, structure, tables, figures, and text regions with high accuracy; an “Agentic OCR” layer then reviews and corrects outputs in real time, enabling reliable results even in challenging edge cases. The platform enables automatic splitting of multi-document files or lengthy forms into individually useful units, using layout-aware heuristics to streamline pipelines without manual preprocessing. Once split, Reducto supports schema-level extraction of structured data, such as invoice fields, onboarding forms, or financial disclosures, so that the right information lands exactly where it is needed. The technology first applies layout-aware vision models to break down visual structure.Starting Price: $0.015 per credit -
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Wolfram Data Science Platform
Wolfram
Wolfram Data Science Platform lets you use data sources that are structured or unstructured, and static or real-time. Use the power of WDF and the same linguistics as in Wolfram|Alpha to convert unstructured data to structured form, with automated or guided destructuring and disambiguation. Wolfram Data Science Platform uses industry database connection technology to bring database content into its highly flexible internal symbolic representation. Wolfram Data Science Platform can natively read hundreds of data formats, converting them. Wolfram Data Science Platform works with images, text, networks, geometry, sounds, GIS data and much more. Using the breakthrough symbolic data representation in the Wolfram Language, Wolfram Data Science Platform can seamlessly handle both SQL-style and NoSQL data. Wolfram Data Science Platform automatically constructs a sophisticated interactive report, using algorithms to identify interesting features of your data to visualize and highlight. -
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Maximize the value of all your organization’s structured and unstructured data with exceptional functionalities for data integration, quality, and cleansing. SAP Data Services software improves the quality of data across the enterprise. As part of the information management layer of SAP’s Business Technology Platform, it delivers trusted,relevant, and timely information to drive better business outcomes. Transform your data into a trusted, ever-ready resource for business insight and use it to streamline processes and maximize efficiency. Gain contextual insight and unlock the true value of your data by creating a complete view of your information with access to data of any size and from any source. Improve decision-making and operational efficiency by standardizing and matching data to reduce duplicates, identify relationships, and correct quality issues proactively. Unify critical data on premise, in the cloud, or within Big Data by using intuitive tools.
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KlearStack
KlearStack
KlearStack offers template-less, automated invoice processing, and thus removes the drudgery of manual entry from unstructured documents. Our mission is to automate the tedious manual processes and exhausting data entry, so that humans are freed for more intelligent and creative tasks! To help organizations make their unstructured data a competitive advantage by unlocking the useful information from unstructured and free-form semi-structured documents. KlearStack’s artificial intelligence today provides best solutions to automate the following processes that involve unstructured documents: Invoice Automation Purchase Order Automation Receipt Capture Consumer Durable Loans Multi-Vendor Trade Finance Process Automation Two Wheeler Loan Automation Used Cars Loan Process Automation With our proprietary template-less AI/ML technology, you don't need to spend hundreds or thousands of days on designing and maintaining templates anymore! Improve productivity by up-to 200 -
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RoeAI
RoeAI
Use AI-Powered SQL to do data extraction, classification and RAG on documents, webpages, videos, images and audio. Over 90% of the data in financial and insurance services gets passed around in PDF format. It's a tough nut to crack due to the complex tables, charts, and graphics it contains. With Roe, you can transform years' worth of financial documents into structured data and semantic embeddings, seamlessly integrating them with your preferred chatbot. Identifying the fraudsters have been a semi-manual problem for decades. The documents types are so heterogenous and way too complex for human to review efficiently. With RoeAI, you can efficiently build identify AI-powered tagging for millions of documents, IDs, videos. -
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Skimle
Skimle
Skimle transforms unstructured qualitative data into structured, analyzable datasets using AI. Unlike RAG chatbots that retrieve random passages, Skimle systematically processes entire document sets upfront—analyzing each section, extracting insights, and organizing them into hierarchical theme taxonomies. Upload interview transcripts, PDFs, audio/video, reports, or any qualitative data. Skimle's worklow (inspired by academic thematic analysis) codes every passage, identifies patterns, and creates a "spreadsheet" where documents are rows and themes are columns. Every insight links to verified quotes - no hallucinations. 100+ languages, 1,000+ docs/project, GDPR-compliant EU storage, full traceability (themes↔quotes), editable categories, AI reasoning chat, export to Word/Excel/PowerPoint reports etc. Why different: Combines academic-grade rigor with AI speed. What takes weeks in NVivo or other legacy tools takes hours in Skimle, with full audit trails for peer review.Starting Price: $0 -
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i2
N. Harris Computer Corporation
Turn overwhelming and disparate data from multiple sources into actionable intelligence in near-real time to make informed decisions. Quickly find hidden connections and critical patterns buried in internal, external, and open-source data. Experience i2’s world-class intelligence analysis software for yourself. Request an i2 demo and learn how to uncover critical connections and hidden insights faster than ever. Track critical missions across law enforcement, fraud and financial crime, military defense, and national security and intelligence sectors with the i2 intelligence analysis platform. Capture and fuse structured and unstructured data from internal and external sources, including OSINT and dark web data, to provide an expansive data pool to search and discover over. Fuse advanced analytics with sophisticated geospatial, visual, graph, temporal, and social analysis capabilities to give analysts greater situational awareness. -
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DeepSee
DeepSee
Putting humans back in charge of the automation. DeepSee empowers knowledge workers with AI techniques to turn data into powerful business assets. Solving real problems for real people. Knowledge is power, and equipping subject-matter experts with the right tools to sift through all the noise has never been more critical to business success. DeepSee created the Knowledge Process Automation (KPA) platform to mine unstructured data, operationalize AI-powered insights, and automate results into real-time action for the enterprise. We’re putting deep knowledge and the power of AI back into human hands. For enterprises across every major business sector, driving strong performance isn’t just about tracking KPIs. Today, competitive advantage is fueled by understanding trends, predictions, and outliers. The DeepSee platform extracts, processes, and transforms untapped data into these key competitive insights in real time — eliminating complexities between analysis and action. -
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Graviti
Graviti
Unstructured data is the future of AI. Unlock this future now and build an ML/AI pipeline that scales all of your unstructured data in one place. Use better data to deliver better models, only with Graviti. Get to know the data platform that enables AI developers with management, query, and version control features that are designed for unstructured data. Quality data is no longer a pricey dream. Manage your metadata, annotation, and predictions in one place. Customize filters and visualize filtering results to get you straight to the data that best match your needs. Utilize a Git-like structure to manage data versions and collaborate with your teammates. Role-based access control and visualization of version differences allows your team to work together safely and flexibly. Automate your data pipeline with Graviti’s built-in marketplace and workflow builder. Level-up to fast model iterations with no more grinding. -
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DryvIQ
DryvIQ
Gain deep and robust insight into your unstructured enterprise data to gauge risk, mitigate threats and vulnerabilities, while enabling better business decisions. Classify, label and organize unstructured data at enterprise scale. Enable rapid, accurate and detailed identification of sensitive and high-risk files and provide deep insight via A.I. Enable continuous visibility across both new and existing unstructured data. Enforce policy, compliance and governance decisions without reliance upon manual input from users. Expose dark data while automatically classifying and organizing sensitive and other content groups at scale—so you can make intelligent decisions on where and how to migrate that data. The platform also enables both simple and advanced file transfers across virtually any cloud service, network file system or legacy ECM platform, at scale. -
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Relative Insight
Relative Insight
With a background in protecting children online, our comparative text analysis platform extracts business value from your text data. Relative Insight’s technology helps marketing insights professionals and brand specialists like you extract more value out of the text data you’ve already got. By utilizing a comparative approach, our platform helps you to generate rich audience insights quickly and at scale. This adds sophistication and science to your qualitative analysis. Equipped with unique marketing insights, brands can develop sharper communications, better brand positioning, and more resonant campaigns. Our platform will help you decipher and embrace your unstructured data and reduce the time it takes to analyze. This same approach can be used to analyze other primary research transcripts including videos, interviews, and focus groups, you’re sitting on a data goldmine! Relative Insight enables you to compare your brand messaging against competitors. -
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Adarga
Adarga
We are faced with overwhelming volumes of unstructured data, news feeds, reports, presentations, videos, etc. There is a powerful competitive advantage for organizations able to exploit unstructured data, yet only 1% are able to leverage it as a strategic asset. Adarga’s knowledge platform processes unstructured data at a speed simply unachievable by humans alone, presenting it in comprehensible formats. Users can accelerate reporting, analyze complex situations and understand intricate networks with out-of-the-box AI capability that enhances human decision-making. The Adarga knowledge platform transforms productivity and extends human capability by automating time and knowledge-intensive tasks. It uses cutting-edge AI techniques, including natural language processing and network science, to understand and analyze unstructured data at speed, fusing it into a single, secure software platform. -
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Forcepoint Data Classification
Forcepoint
Forcepoint Data Classification leverages Machine Learning (ML) and Artificial Intelligence (AI) to increase the accuracy of data classification for unstructured data to improve your team’s efficiency, reduce false alerts and better prevent data loss. Insight generated using AI drives an innovative approach to classification so you can accurately and efficiently determine how data should be classified, at scale. Coverage of the broadest range of data types in the industry powers efficiency and streamlines compliance while delivering better protection for organizations’ data. Increase the speed and efficiency of data classification to reduce false positives and spend more time on legitimate data security incidents. Forcepoint enables organizations to discover, classify, monitor, and protect data with a complementary suite of data security products. Gain a panoramic view of unstructured data across your organization. -
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VoyagerAnalytics
Voyager Labs
Every day, an immense amount of publicly available, unstructured data is produced on the open, deep, and dark web. The ability to gain immediate and actionable insights from this vast amount of data is critical for any investigation. VoyagerAnalytics is an AI-based analysis platform, designed to analyze massive amounts of unstructured open, deep, and dark web data, as well as internal data, in order to reveal actionable insights. The platform enables investigators to uncover social whereabouts and hidden connections between entities and focus on the most relevant leads and critical pieces of information from an ocean of unstructured data. Simplify data gathering, analysis and smart visualization that would take months to handle. It presents the most relevant and important information in near real-time, saving resources normally spent retrieving, processing, and analyzing vast amounts of unstructured data. -
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Data in its raw state is like an uncut diamond. It needs to be processed and polished before its true value can be realized. EY Cloud Data IQ is designed to do exactly that, a subscription-based data analytics platform created specifically for wealth and asset management firms, it supports companies to reap the benefits of data to better serve investors, regulators, and markets. The EY Cloud Data IQ platform is hosted in the cloud and supported by an EY-managed service. It uses advanced visualizations and Artificial Intelligence (AI) to provide companies with a real-time, integrated view of customers’ interactions, intuitive client reporting, and detailed management information. The platform combines structured and unstructured data — such as social media activity, and audio and video streams — into one reliable and transparent resource.
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Kriptos
Kriptos
We use Artificial Intelligence in order to automatically classify unstructured data. Our platform provides you with a clear view of document sensitivity by area. With intuitive graphics, you can identify which areas of your organization handle the most sensitive information and see the percentage breakdown. Make informed decisions to safeguard your most valuable assets. Classify and label millions of documents using Artificial Intelligence. Dashboard with analytics and statistics in real-time. Our cutting-edge classification technology empowers you to pinpoint precisely who, where, and how your organization accesses its most sensitive documents. With our intuitive web platform, gain insights into user behaviors and identify areas with the highest levels of access to confidential information. Take control of your data security like never before. Our solution is fully customizable to your business language and self-learns in the process to get better classification results. -
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Restructured
Kolena
Restructured is an AI-powered platform designed to help businesses extract insights from unstructured data at scale. Whether dealing with documents, images, audio, or video, it combines LLM capabilities with advanced search and retrieval methods to not only index information but also understand it in context. Restructured transforms massive datasets into actionable insights, making complex data easy to navigate and analyze.Starting Price: $99/user/month -
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NovaceneAI
NovaceneAI
NovaceneAI offers a platform that automates the transformation of unstructured text data into actionable insights at scale using artificial intelligence. The platform provides data engineers and data scientists with complete control through a flexible RESTful API and a powerful interface, while also offering a user-friendly web-based experience for business analysts. It features theme-based analysis to track theme-specific sentiment, allowing users to extract experience areas from open-ended comments and measure sentiment in context. The platform is designed to reduce the manual effort involved in organizing unstructured data, enabling analysts to focus more on deriving valuable insights. NovaceneAI has been trusted by leading organizations, including KPMG, ArgylePR, Advanced Symbolics, ListedTech, Laval University, and Toronto Metropolitan University, to improve efficiencies and achieve consistent, systematic results. -
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Unity Catalog
Databricks
Databricks Unity Catalog is the industry’s only unified and open governance solution for data and AI, built into the Databricks Data Intelligence Platform. With Unity Catalog, organizations can seamlessly govern both structured and unstructured data in any format, as well as machine learning models, notebooks, dashboards, and files across any cloud or platform. Data scientists, analysts, and engineers can securely discover, access, and collaborate on trusted data and AI assets across platforms, leveraging AI to boost productivity and unlock the full potential of the lakehouse environment. This unified and open approach to governance promotes interoperability and accelerates data and AI initiatives while simplifying regulatory compliance. Easily discover and classify both structured and unstructured data in any format, including machine learning models, notebooks, dashboards, and files across all cloud platforms. -
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Dimension Labs
Dimension Labs
Dimension Labs is a customer observability and language data infrastructure platform built to turn unstructured conversational data from sources like chat, email, voice, surveys, and social media into structured, analytics-ready insights. It eliminates the need for manual tagging by using AI-driven enrichment and dynamic labeling to surface evolving themes, customer sentiment, escalation causes, and feature requests. By unifying omni-channel inputs under a common model, the platform supports real-time dashboards, drill-downs, and context-aware analytics, letting teams explore root causes, monitor emerging trends, and connect conversation metrics with business outcomes. Dimension Labs integrates via APIs or one-click connectors with chat tools, CRMs, contact centers, surveys, and social platforms, allowing seamless ingestion from sources like Intercom, Twilio, Slack, and more. -
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Augment your cross-channel DLP with AI-powered classification. Proofpoint Intelligent Classification and Protection is an AI-powered approach to classifying your business-critical data. It recommends actions based on risk accelerating your enterprise DLP program. Our Intelligent Classification and Protection solution helps you understand your unstructured data in a fraction of the time required by legacy approaches. It categorizes a sample of your files using a pre-trained AI-model. And it does this across file repositories both in the cloud and on-premises. With our two-dimensional classification, you get the business context and confidentiality level you need to better protect your data in today’s hybrid world.
