Best Unstructured Data Analysis Tools
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Compare the Top Unstructured Data Analysis Tools as of October 2025
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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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1
NetNut
NetNut
Get ready to experience unmatched control and insights with our user-friendly dashboard tailored to your needs. Monitor and adjust your proxies with just a few clicks. Track your usage and performance with detailed statistics. Our team is devoted to providing customers with proxy solutions tailored for each particular use case. Based on your objectives, a dedicated account manager will allocate fully optimized proxy pools and assist you throughout the proxy configuration process. NetNut’s architecture is unique in its ability to provide residential IPs with one-hop ISP connectivity. Our residential proxy network transparently performs load balancing to connect you to the destination URL, ensuring complete anonymity and high speed.Starting Price: $1.59/GB -
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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. -
3
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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Olostep
Olostep
Olostep is a web-data API platform built for AI and developer use, enabling fast, reliable extraction of clean, structured data from public websites. It supports scraping single URLs, crawling an entire site’s pages (even without a sitemap), and submitting batches of up to ~100,000 URLs for large-scale retrieval; responses can include HTML, Markdown, PDF, or JSON, and custom parsers let users pull exactly the schema they need. Features include full JavaScript rendering, use of premium residential IPs/proxy rotation, CAPTCHA handling, and built-in mechanisms for handling rate limits or failed requests. It also offers PDF/DOCX parsing and browser-automation capabilities like click, scroll, wait, etc. Olostep handles scale (millions of requests/day), aims to be cost-effective (claiming up to ~90% cheaper than existing solutions), and provides free trial credits so teams can test its APIs first.Starting Price: $9 per month -
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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 -
7
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 -
8
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 -
9
Playmaker
Playmaker
Playmaker is a document automation platform that transforms unstructured data from various sources, such as PDFs, images, spreadsheets, and web data, into actionable, structured formats. It offers over 100 templated document workflows, including financial statements, purchase orders, invoices, and contracts, enabling users to streamline processes like data extraction, validation, and integration with other applications. Users can import documents via email, API, or manual upload, and the platform converts this unstructured data into clear, tabular formats suitable for powering workflows across more than 300 applications. Playmaker emphasizes security and compliance, with data stored and processed exclusively in the European Union and the United States, adherence to regulations like GDPR and CCPA, and features such as AES-256 encryption and role-based access control.Starting Price: $299 per month -
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UnDatasIO
UnDatasIO
UnDatas.IO is a platform focused on parsing and processing unstructured data. It utilizes advanced technology to automatically recognize document layouts and categorize tables, images, formulas, and text, greatly simplifying the data processing process. The platform not only saves a lot of time in organizing data but also helps users extract valuable insights from data and make more strategic decisions. UnDatas.IO provides powerful data support for academic research, business analysis, and technology development. Recognize the layout of documents, identifying areas such as tables, images, formulas, and text. And revert them to json or markdown format. APIs enable different platforms and applications to collaborate seamlessly, facilitating data sharing and the integration of business processes. Our platform enables you to launch your data-driven projects with ease. Boost productivity and achieve better results. Empower your decision-making with advanced analytics.Starting Price: $99 per month -
11
Cloudglue
Cloudglue
CloudGlue is a developer-first, video-native platform that transforms your entire video library into structured, AI-ready data. With just one API call, it enables managed video Q&A or offers full segment-by-segment control for those preferring to handle embeddings themselves. CloudGlue delivers unparalleled speed, converting 50 minutes of video into LLM-ready data in just 3 minutes, ensuring quick indexing and responses regardless of library size. It allows you to scale from quick transcripts to full multimodal insights, providing granular controls on levels of understanding to suit every product and budget. By making any video queryable, from sales meetings to product demos, CloudGlue enhances the capabilities of off-the-shelf models. Designed to be simple for prototypes and robust for enterprise, it is production-ready from day one.Starting Price: $15 per month -
12
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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DataChain
iterative.ai
DataChain connects unstructured data in cloud storage with AI models and APIs, enabling instant data insights by leveraging foundational models and API calls to quickly understand your unstructured files in storage. Its Pythonic stack accelerates development tenfold by switching to Python-based data wrangling without SQL data islands. DataChain ensures dataset versioning, guaranteeing traceability and full reproducibility for every dataset to streamline team collaboration and ensure data integrity. It allows you to analyze your data where it lives, keeping raw data in storage (S3, GCP, Azure, or local) while storing metadata in inefficient data warehouses. DataChain offers tools and integrations that are cloud-agnostic for both storage and computing. With DataChain, you can query your unstructured multi-modal data, apply intelligent AI filters to curate data for training and snapshot your unstructured data, the code for data selection, and any stored or computed metadata.Starting Price: Free -
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Tensorlake
Tensorlake
Tensorlake is the AI data cloud that reliably transforms data from unstructured sources into ingestion-ready formats for AI applications. It seamlessly converts documents, images, and slides into structured JSON or markdown chunks, ready for retrieval and analysis by LLMs. The document ingestion APIs parse any file type, from hand-written notes to PDFs to complex spreadsheets, performing post-processing steps like chunking and preserving the reading order and layout of the documents. Tensorlake's serverless workflows enable lightning-fast, end-to-end data processing, allowing users to build and deploy fully managed Workflow APIs in Python that scale down to zero when idle and scale up when processing data. It supports processing millions of documents at once, maintaining context and relationships between various data formats, and offers secure, role-based access control for effective team collaboration.Starting Price: $0.01 per page -
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Cloud Dataprep
Google
Cloud Dataprep by Trifacta is an intelligent data service for visually exploring, cleaning, and preparing structured and unstructured data for analysis, reporting, and machine learning. Because Cloud Dataprep is serverless and works at any scale, there is no infrastructure to deploy or manage. Your next ideal data transformation is suggested and predicted with each UI input, so you don’t have to write code. Cloud Dataprep is an integrated partner service operated by Trifacta and based on their industry-leading data preparation solution. Google works closely with Trifacta to provide a seamless user experience that removes the need for up-front software installation, separate licensing costs, or ongoing operational overhead. Cloud Dataprep is fully managed and scales on demand to meet your growing data preparation needs so you can stay focused on analysis. -
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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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Acodis
Acodis
Intelligent document processing automates the processing of data within documents, contextualizing the document, understanding the information, extracting it, and sending it to the right place. With Acodis, you can do all of this in just a few seconds. The world is full of unstructured data hidden in documents and it will be for a long time to come. That's why we built Acodis so that you can extract data from any document, in any language. Get structured data from any document with machine learning, in seconds. Build and combine document processing workflows with a few clicks, no coding required. Once you capture and automate your document's data, integrate the process into your existing systems. Acodis offers an easy-to-use user interface. This enables your team to automate document-related processes and enables you to make faster decisions based on machine learning. Use the REST client in the programming language that you are using and integrate it with your existing business tools. -
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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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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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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. -
23
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. -
25
Xtract Data Automation Suite (XDAS)
Xtract.io
Xtract Data Automation Suite (XDAS) is a comprehensive platform designed to streamline process automation for data-intensive workflows. It offers a vast library of over 300 pre-built micro solutions and AI agents, enabling businesses to design and orchestrate AI-driven workflows with no code environment, thereby enhancing operational efficiency and accelerating digital transformation. Key components of XDAS include Bot Studio, which allows users to create custom bots and scripts; Scrape Studio, for effortless web data extraction; GenAI Studio, for developing AI agents that process unstructured data; HITL Studio, which integrates human oversight into data workflows; and XRAG Studio, for building advanced AI systems using retrieval-augmented generation techniques. By leveraging these tools, XDAS helps businesses ensure compliance, reduce time to market, enhance data accuracy, and forecast market trends across various industries. -
26
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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DeepNLP
SparkCognition
SparkCognition, a leading industrial AI company, has developed a natural language processing solution that automates workflows of unstructured data within organizations so humans can focus on high-value business decisions. The DeepNLP product uses advanced machine learning techniques to automate the retrieval of information, the classification of documents, and content analytics. The DeepNLP product integrates into existing workflows to enable organizations to better respond to changes in their business and quickly get answers to specific queries or analytics that support decision-making. -
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OpenText Unstructured Data Analytics
OpenText
OpenText™ Unstructured Data Analytics products employ AI and machine learning to help organizations uncover and leverage key insights stored deep within their unstructured data, including text, audio, video, and images. Organizations can connect all their data to understand the context and information locked inside high-growth unstructured content—at scale. Discover insights hidden within all types of media with unified text, speech, and video analytics that support more than 1,500 data formats. Use natural language processing, optical character recognition (OCR), and other AI-powered models to understand and track the meaning within unstructured data. Employ the latest innovations in machine learning and deep neural networks to understand written and spoken language in data, revealing greater insights. -
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Commerce.AI
Commerce.AI
Our systems intelligently gather a variety of high quality unstructured data streams across hundreds of sources, in the form of text, voice, images and videos. Our systems clean this data and are trained to extract signals across products, services, attributes, brands, sentiments, customers, markets, and trends. It gets synthesized and contextualized using our proprietary Deep Product Learning ® technology. Use our enterprise-grade integrations to ingest your private data. Assess and benchmark your view of your products and services with the competitive landscape. Our platform delivers powerful AI-driven actions where you need it - dashboard, APIs and integrations - and turn insights into action, across PIMs, CRMs, voice assistants, chatbots, and more. -
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Docci.ai
Docci.ai
Next generation hybrid OCR and LLM technology that soars past traditional OCR systems, without the hallucinations of LLM. Elevate your automation workflows with world-leading structured data extraction. Docci.ai is an advanced document processing platform that uses hybrid OCR and large language model (LLM) technology to extract structured data from any document with exceptional accuracy. Unlike traditional OCR systems, Docci.ai eliminates common errors like hallucinations, offering a reliable solution for automating workflows across various industries. The platform supports invoice processing, insurance claims, medical records management, and NDIS claims, all with industry-specific accuracy. With human-in-the-loop validation, Docci.ai ensures 100% accuracy for all processed data, making it a powerful tool for organizations seeking to automate document handling.