Best Unstructured Data Analysis Tools
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Compare the Top Unstructured Data Analysis Tools as of May 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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MongoDB Atlas
MongoDB
The most innovative cloud database service on the market, with unmatched data distribution and mobility across AWS, Azure, and Google Cloud, built-in automation for resource and workload optimization, and so much more. MongoDB Atlas is the global cloud database service for modern applications. Deploy fully managed MongoDB across AWS, Google Cloud, and Azure with best-in-class automation and proven practices that guarantee availability, scalability, and compliance with the most demanding data security and privacy standards. The best way to deploy, run, and scale MongoDB in the cloud. MongoDB Atlas offers built-in security controls for all your data. Enable enterprise-grade features to integrate with your existing security protocols and compliance standards. With MongoDB Atlas, your data is protected with preconfigured security features for authentication, authorization, encryption, and more.Starting Price: $0.08/hour -
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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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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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Kadoa
Kadoa
Instead of building custom scrapers to extract unstructured data, get the data you want in seconds with our generative AI. Define data, sources, and schedule. Kadoa autogenerates scrapers for the sources and automatically adapts to website changes. Kadoa extracts the data and ensures data accuracy. Receive the data in any format with our powerful API. Effortlessly extract data from any web page with our AI-generated scrapers. No coding is required. Quick and easy setup, have your data ready in seconds. Focus on other tasks without worrying about constantly changing data structures. Get around CAPTCHAs and other blockers. Recurring data extraction, so you can set it and forget it. Easily access and use the extracted data in your own projects and tools. Track market prices automatically to make better pricing decisions. Aggregate and parse job postings across thousands of job boards. Let your sales team focus on discovery and closing instead of copying and pasting information.Starting Price: $300 per month -
10
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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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 -
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Dovetail
Dovetail Research
Analyze data, collaborate on insights, and build your research repository. Discover opportunities and become a hero in your team. Discover patterns across a variety of qualitative research methods, unstructured data, and video files. Dovetail is analysis software you’ll love to use. Dovetail is a powerful way to discover patterns across interviews, usability testing, survey responses, and more. Organize tags into a hierarchy with intuitive controls like drag & drop, and extend your project with global tags. Turn qualitative data into quantitative data with highlights, and visualize your work with a variety of beautiful charts. Simply select text and highlight to add tags. Transcribe video recordings, discover patterns across interviews, usability tests, survey responses, and more. Turn qualitative data into quantitative data. Chart, filter, and segment themes across interview notes, transcripts, survey responses, and more.Starting Price: $29/user/month -
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Logstash
Elasticsearch
Centralize, transform & stash your data. Logstash is a free and open server-side data processing pipeline that ingests data from a multitude of sources, transforms it, and then sends it to your favorite "stash." Logstash dynamically ingests, transforms, and ships your data regardless of format or complexity. Derive structure from unstructured data with grok, decipher geo coordinates from IP addresses, anonymize or exclude sensitive fields, and ease overall processing. Data is often scattered or siloed across many systems in many formats. Logstash supports a variety of inputs that pull in events from a multitude of common sources, all at the same time. Easily ingest from your logs, metrics, web applications, data stores, and various AWS services, all in continuous, streaming fashion. Download: https://sourceforge.net/projects/logstash.mirror/ -
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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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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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CrawlChat
CrawlChat
CrawlChat is an AI-powered platform designed to make your web content LLM-ready by converting it into embeddings for retrieval-augmented generation (RAG). The tool scrapes content from any website or documentation, transforms it into structured data, and enables real-time AI chat capabilities through APIs or embedded chat widgets. It can be used to create custom chatbots, provide AI-driven customer support, or even automate query resolutions on platforms like Discord. CrawlChat's ability to remove AI hallucinations and ensure answers are based solely on your content makes it ideal for businesses looking to provide accurate, on-brand AI responses.Starting Price: $29/month -
20
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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Qubole
Qubole
Qubole is a simple, open, and secure Data Lake Platform for machine learning, streaming, and ad-hoc analytics. Our platform provides end-to-end services that reduce the time and effort required to run Data pipelines, Streaming Analytics, and Machine Learning workloads on any cloud. No other platform offers the openness and data workload flexibility of Qubole while lowering cloud data lake costs by over 50 percent. Qubole delivers faster access to petabytes of secure, reliable and trusted datasets of structured and unstructured data for Analytics and Machine Learning. Users conduct ETL, analytics, and AI/ML workloads efficiently in end-to-end fashion across best-of-breed open source engines, multiple formats, libraries, and languages adapted to data volume, variety, SLAs and organizational policies. -
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BDB Platform
Big Data BizViz
BDB is a modern data analytics and BI platform which can skillfully dive deep into your data to provide actionable insights. It is deployable on the cloud as well as on-premise. Our exclusive microservices based architecture has the elements of Data Preparation, Predictive, Pipeline and Dashboard designer to provide customized solutions and scalable analytics to different industries. BDB’s strong NLP based search enables the user to unleash the power of data on desktop, tablets and mobile as well. BDB has various ingrained data connectors, and it can connect to multiple commonly used data sources, applications, third party API’s, IoT, social media, etc. in real-time. It lets you connect to RDBMS, Big data, FTP/ SFTP Server, flat files, web services, etc. and manage structured, semi-structured as well as unstructured data. Start your journey to advanced analytics today. -
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Synomia
Synomia
Thanks to AI, transform your semantic data into insights to objectify your strategic decisions and guide your actions. A pioneer in Artificial Intelligence and owner of semantic data processing technologies, Synomia transforms large amounts of unstructured data into insights to enable brands to better objectify their strategies and activation systems. Identify tomorrow's trends based on the massive analysis of strong and weak signals in your market. Find the most impactful angles of attack for your digital strategies. We master all semantic AI technologies, which we activate according to the needs of our customers: supervised or unsupervised machine learning and rule-based systems. Semantic AI makes it possible to analyze a large number of sources and makes it possible to set up methodologies oriented towards discovery and novelty, it is the key to strategies truly aligned with the expectations of its targets. -
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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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Visible Systems
Visible Systems
Looking for searchable solutions in a pile of unstructured data is like looking for a needle in a haystack. Our technicians are trained to spot hidden trends and patterns in that tangled web. Through this process, we will gather, catalogue, annotate, and combine it into an understandable and user-friendly format to streamline critical decisions. This allows us to create results that unlock actionable insights for business growth. At Visible Systems, we understand that traditional data analysis tools are only designed to analyze data that is in a specific format. However, most data is formless since it is sourced from different locations. Using data discovery, we can aggregate and format it from various sources to streamline analysis. This results in data that is in the right format, which can ensure timely deliverables. We realize that data discovery is a continuous process and old data is as valuable as fresh data. -
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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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Cloudera Data Platform
Cloudera
Unlock the potential of private and public clouds with the only hybrid data platform for modern data architectures with data anywhere. Cloudera is a hybrid data platform designed for unmatched freedom to choose—any cloud, any analytics, any data. Cloudera delivers faster and easier data management and data analytics for data anywhere, with optimal performance, scalability, and security. With Cloudera you get all the advantages of private cloud and public cloud for faster time to value and increased IT control. Cloudera provides the freedom to securely move data, applications, and users bi-directionally between the data center and multiple data clouds, regardless of where your data lives. -
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Data Lakes on AWS
Amazon
Many Amazon Web Services (AWS) customers require a data storage and analytics solution that offers more agility and flexibility than traditional data management systems. A data lake is a new and increasingly popular way to store and analyze data because it allows companies to manage multiple data types from a wide variety of sources, and store this data, structured and unstructured, in a centralized repository. The AWS Cloud provides many of the building blocks required to help customers implement a secure, flexible, and cost-effective data lake. These include AWS managed services that help ingest, store, find, process, and analyze both structured and unstructured data. To support our customers as they build data lakes, AWS offers the data lake solution, which is an automated reference implementation that deploys a highly available, cost-effective data lake architecture on the AWS Cloud along with a user-friendly console for searching and requesting datasets.