Mathematica vs Toucan

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Our analysts compared Mathematica vs Toucan based on data from our 400+ point analysis of Business Intelligence Tools, user reviews and our own crowdsourced data from our free software selection platform.

Product Basics

Wolfram Mathematica is a technical computing platform that can perform a wide range of computations and algorithms for mathematics and beyond. Primarily designed for research and academia, it enables users to create powerful scripts through a flexible, multi-purpose programming language. It allows users to analyze and visualize data in sophisticated ways and employ methods such as machine learning, data mining and deep learning to model and solve complicated problems.

It is available in the cloud through any web browser or installable on-premises on all desktop environments. Users can purchase licenses as individuals or under group or enterprise pricing for cloud, desktop or both versions.
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Toucan Guided Analytics (formerly branded as Toucan Toco) is a cloud-based platform consisting of two unified offerings that deliver data analytics and storytelling, as well as embedded analytics. Through data storytelling, it empowers businesses to explore their insights through visualizations and interactive dashboards. It centralizes information from disparate data sources and has a guided framework to help enterprises tell compelling stories with their data. Accessible to all, it encourages live collaboration throughout the analytics process to drive data-informed decision-making throughout an organization.

In its embedded analytics form, it allows customers to extend these accessible and actionable insights to their clients through an intuitive front-end experience.

Though it was built cloud-first, businesses can choose between the SaaS deployment via a private cloud, or an on-premise installation through Docker Image technology. It is suitable for small, medium and large businesses, and supports Windows, Mac and Linux.
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$1,800 Annually
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$1,000 Monthly
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Product Insights

  • Seamless Integration: The system includes more than 5,000 built-in functions that cover all areas of technical computing and all integrate to work perfectly together so that code runs interactively and instantly within a native environment for its language. 
  • Automate to the Max: Through superfunctions, meta-algorithms and more, users can automate a variety of tasks so that they can work as efficiently as possible.
  • Code Designed to be Learned: Wolfram Language, the proprietary programming language that powers Mathematica, is user-intuitive with English-like functions that make it easy to read, write, learn and program in a way that makes sense and is often shorter than code written in other programming languages.
  • Always Moving Forward: Wolfram continually updates Mathematica with new features and functions that extend the vision and scope of the platform, while maintaining consistent compatibility for over 30 years.
  • Vast Resources: Wolfram provides a host of resources to help users get started with their projects, with more than 150,000 examples and more than 10,000 open-code demonstrations to which they can refer. In addition, access to instant real-world data broadens the spectrum of up-to-date information at users’ disposal.
  • Publication-Ready: Mathematica presents data and insights with beautiful visualizations and publication-quality documents, helping researchers and presenters make their results look their best.
  • Scalability: The platform streamlines workflows for programs and teams of any size, allowing users to scale up or down to address problems or projects as needed. Everything is industrial-strength, capable of handling large-scale problems through parallelism, GPU computing and more.
  • Access Everywhere: Through an interactive online cloud environment, all users need is a web browser or mobile app to compute with Mathematica or interact with Wolfram Notebooks, making it an ideal solution for instant, remote access.
  • Free Trial: Anyone can try Mathematica for free for 15 days. The trial includes both a download of the application to install on a desktop computer and access to the online platform.
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Platform

  • Centralize Business Data: Helps teams get on the same page by creating a single source of truth. Connects to the cloud, on-premise databases, spreadsheets and more to collect all of an organization’s data into one centralized hub.
  • Speed Up Queries: Optimize data processing by minimizing queries through cache engines and custom indexes that accelerate webpage performance.
  • Automated Reporting: Takes the heavy-duty work of development, design and maintenance out of data analytics with automatically updated data and scheduled reports. 
  • Ease of Use: Explore and understand business insights through an intuitive UI – without requiring training, tutorials or coding experience. Caters to people who may not have the technical knowledge or programming skills to handle a more complicated BI tool.
  • Accelerate Adoption: Educates and guides teams on how to create compelling data stories. Encourage autonomous, skilled data analysis with self-learning tools such as a glossary and contextual tips that help in data comprehension.
  • Improve Data Literacy: Makes information accessible by displaying it visually, enabling transparency across departments and empowering all stakeholders to take BI into their own hands.
  • Made for Collaboration: Interact with other teams and share power in decision-making through workspaces. Improve communication between departments and help them align with each other by annotating, discussing, exporting and sharing dashboards. 
  • Never Say “So What?”: Support decision-making through data-driven strategies with built-in calls to action and adaptable recommendations. 
  • Fast Implementation: Save more time and resources for analysis and data storytelling by accessing on any device through the web – nothing to install.
  • Security: Protect data through no-code row-level security, custom user filters and granular permissions management for apps, dashboards, stories and datasets. The solution is hosted in a private cloud with SSL Grade A+ security certification and an infrastructure compliant with all RSSI expectations and RGPD standards. 

Embedded Analytics

  • Build Once, Deploy Anywhere: Design one app for all devices and deploy anywhere to anyone in minutes, whether on the standard platform or as an embedded analytics product.
  • Preserve Brand Identity: Maintain business branding through full customization and white labeling options, while offering the power of data storytelling and analytics to clients. 
  • Multi-Tenancy: Handle who can see what by managing access to each embedding with granular control.
  • Focus On What Matters: Saves the company time and money by helping teams focus dedicated efforts on products, alleviating the burden of developing analytics from scratch.
  • Empower Non-Technical Teams: Build and deploy apps with a guided framework, even without coding experience.
  • No On-Boarding Necessary: Boost adoption and customer retention through a client experience that feels familiar, with access to actionable insights from day one.
  • Accelerate Time to Value: Empowers businesses to roll out robust solutions to clients in just two weeks. 
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  • Wolfram Language: Wolfram’s proprietary computational language allows developers to code with a language that allows both computers and humans to communicate with each other through almost 6,000 built-in functions. Built on a philosophy of knowledge-based programming, it aims to help users automate as much as possible and maximize coherence of design while being universally deployable in any environment.
  • Connect to Everything: Through symbolic expressions, interactions and external connections, the Wolfram Language conveniently connects to a broad spectrum of platforms, languages, databases, protocols, APIs, applications, file formats and devices.
  • Notebook Interface: With structured documents that store text, runnable code, dynamic graphics and more, Wolfram Notebooks provide an environment for technical workflows that supports interactive computation. They empower user literacy in a high-level programming interface through interactive coding, natural language queries and expansive documentation that make the platform accessible to users without coding experience.
  • AlgorithmBase: Not just through industrial-strength algorithms but also meta-algorithms and super functions, which automatically select the optimal algorithms to use in a given situation, users can define their goals or concepts and let the system take over to automatically achieve them, enabling discoveries and experimentation with algorithms. With its robust library of scalable and accurate algorithms, the AlgorithmBase serves as a trustworthy resource for programmers to use to ensure high-quality computations.
  • Data Visualization: Through algorithms, Mathematica can create visually compelling representations of data in the form of 2D and 3D plots, graphs, histograms, word clouds, geographic visualizations and more.
  • Machine Learning: Through highly automated functions that work on many types of data, the platform can carry out a wide range of tasks, including classifying data in categories, predicting values, learning from examples and performing automated time series analysis. 
  • Mathematica Online: Powered by the Wolfram Cloud, users can harness the computational system from directly within their web browsers, with no installation required. Everything automatically saves and stays in the cloud, and users can control who can access their documents through instant sharing, URL links and permissions controls. Seamlessly integrated with the desktop version, it allows users to upload or download notebooks and access the cloud from a computer.
  • Wolfram Knowledgebase: Mathematica and the Wolfram Language has access to the world’s largest and broadest trusted source of computable knowledge, curated by experts and derived from primary sources, including not just the data but also the methods that compute results.
  • Mobile App: The Wolfram Cloud free app for iOS and Android mobile devices allows users to edit, run and deploy programs and access Wolfram notebooks and instant apps through its home-screen-like experience.
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  • Connect Any Data Source: Connect to cloud and on-premise databases, cloud data warehouses, third-party BI solutions and REST APIs via over 100 built-in connectors, or create custom ones with an open-source library. Easily set up connectors to data sources, no programming knowledge necessary. Some supported connections include SAP, MicroStrategy, Google BigQuery, Oracle, SQL Server, Google Analytics, Salesforce and more. Pull data from CSV, Excel and static files to transform it into dynamic data.
  • Keep Data Up-To-Date: Refresh data on demand, automatically on a regular basis with a scheduler, or request it in real time. Define which sources to refresh and how often to refresh them through batch processing. Blends live and loaded data sources, tracking changes and debugging datasets with its Storytelling Tracker.
  • Integrated ETL: Extract, transform and load data, collecting it in an embedded data lake and cleaning it up before integrating it into the solution. Query data on the fly with Weaverbird, the vendor’s built-in, open-source no-code visual query builder. Integrates with existing ETL tools such as Talend, iPython, Notebook, Dataiku, Denodo and more, and is designed to be compatible with all information systems. Perform joins, slices, pivots and melts seamlessly, without the need to code. Supports ad-hoc transformation for evolution computation, date aggregation and other critical statistics.
  • Interactive Dashboards: Display KPIs in the form of an interactive story with the aid of graphic messages on ergonomic dashboards. Add additional context through comments, sources, captions, glossaries and more.
  • Toucan Toco Studio: Focus on the data story rather than design mechanics. Create charts, layouts and stories faster through guided design without needing technical skills. Add context and generate visualizations with a few clicks, all the while becoming more data-literate.
    • Data Visualization: Highlight key-value elements and add color and context to information through visualizations. Display data in visually appealing ways by creating more than 20 kinds of charts and graphs. Give context by including definitions and data sources in visualizations and annotating specific elements. Collaborate with others within the platform or in tools like Slack and MS Teams. 
    • App Gallery: Jumpstart the business by building dashboards in minutes from pre-designed templates. Choose from a gallery of ready-to-go applications; preview apps with a single click, then use as-is or customize as needed. Leverage sample data to view what the final product will look like, then download and populate data models with custom data. 
  • Collaboration: Drive action by continuing the conversation through annotations and comments on dashboards, and exchange ideas with others through the live chatbox. Ensure privacy by making direct comments visible to specific groups only. Export and share insights with others inside and outside the organization through tools like Slack and Teams.
  • Calls to Action: Decide exactly what to do with proprietary information through a built-in decision-support system that gives relevant recommendations, links to relevant insights and proposed next steps. 
  • Alerts: Add, edit and configure rules and conditions for email or push notifications through a dedicated notification environment.
  • Presentation Mode: Empower data-driven meetings by sharing insights with others in a presentation format. Schedule presentations with calendar events and invite people from anywhere to follow the data story. Identify metrics and interact with the dashboard in the presentation mode, and create a dialogue with the presenter through a chat box. 
  • Role-Based Administration: Maintain granular control of permissions across the organization. Ensure that roles and responsibilities are clear by defining roles like App Builder, App Validator, Viewer, Data Manager, Full Administrator and more. 
  • Mobile Access: Access proprietary information on any device — even on those that aren’t connected to the internet, thanks to an offline mode. With a mobile-first strategy, the vendor prioritizes the mobile version of a site and then adapts it for larger screens.
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Product Ranking

#47

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Business Intelligence Tools

#98

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Business Intelligence Tools

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User Sentiment Summary

Excellent User Sentiment 305 reviews
Excellent User Sentiment 178 reviews
92%
of users recommend this product

Mathematica has a 'excellent' User Satisfaction Rating of 92% when considering 305 user reviews from 2 recognized software review sites.

97%
of users recommend this product

Toucan has a 'excellent' User Satisfaction Rating of 97% when considering 178 user reviews from 5 recognized software review sites.

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4.9 (84)
4.59 (152)
5.0 (8)
4.6 (153)
4.7 (23)
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4.8 (62)
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3.5 (1)

Awards

Mathematica stands above the rest by achieving an ‘Excellent’ rating as a User Favorite.

User Favorite Award

Toucan stands above the rest by achieving an ‘Excellent’ rating as a User Favorite.

User Favorite Award

Synopsis of User Ratings and Reviews

Symbolic Computation: Mathematica excels at handling and manipulating symbolic expressions, making it ideal for tasks that involve algebra, calculus, and other forms of mathematical analysis. This can be particularly useful for financial modeling, risk analysis, and other business intelligence applications that require complex calculations.
Visualization Capabilities: Mathematica offers a wide range of visualization tools that can be used to create high-quality charts, graphs, and other visual representations of data. These visualizations can be interactive, allowing users to explore data from different perspectives and gain deeper insights. This is essential for effectively communicating complex data to stakeholders in a business setting.
Automation and Scripting: Mathematica allows users to automate tasks and create scripts, which can save time and improve efficiency. This can be particularly useful for repetitive tasks, such as data cleaning and analysis. Automating these tasks can free up time for business intelligence professionals to focus on more strategic initiatives.
Machine Learning and AI: Mathematica includes a wide range of machine learning and artificial intelligence (AI) tools that can be used for tasks such as predictive modeling, classification, and anomaly detection. These capabilities are becoming increasingly important for business intelligence, as they can help organizations to identify trends, make better decisions, and gain a competitive advantage.
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Data Storytelling: Almost 96% of the users who mention data visualization say that they can create high-quality, interactive dashboards seamlessly.
Integrations: All users who discuss the tool’s integration capabilities say that it connects seamlessly to tools in their existing tech stacks, including cloud databases.
Ease of Use: The software’s intuitive interface offers an excellent user experience for report builders and consumers alike, according to all users who review its ease of use.
Support: Technical support is responsive and competent, as discussed by all users who mention support services.
Functionality: Around 56% of the users who review the solution’s capabilities say that it reduces the time to insight and embeds into enterprise applications seamlessly.
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Price: Mathematica comes with a hefty price tag, especially for commercial use, which can be a significant barrier for individuals or small businesses.
Learning Curve: The software has a steep learning curve due to its vast functionality and unique syntax, requiring a significant time investment to master.
Closed Ecosystem: Mathematica operates within a closed ecosystem, making it challenging to integrate with other data analysis tools or programming languages commonly used in business intelligence.
Limited Collaboration: Collaboration features are not as robust as those found in other business intelligence platforms, hindering teamwork and knowledge sharing.
Visualization Capabilities: While Mathematica offers visualization tools, they may not be as intuitive or user-friendly as dedicated data visualization software, potentially limiting the ability to create compelling and insightful dashboards.
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There are no cons for this product at the time of publishing this review synopsis.
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Let's crunch some numbers and see what users have to say about Mathematica! Mathematica has garnered a reputation as a powerful computational tool, particularly in academic and research settings. Users frequently praise its symbolic computation capabilities, allowing them to manipulate and solve complex mathematical expressions and equations with ease. This strength sets Mathematica apart from competitors like MATLAB, which primarily focuses on numerical computation. Mathematica's notebook interface also receives positive feedback for its ability to combine code, visualizations, and text in a single document, facilitating reproducible research and clear communication of findings. However, Mathematica's steep learning curve and high price point are often cited as drawbacks. Users transitioning from other programming languages may find Mathematica's syntax and functional programming paradigm challenging to grasp initially. Additionally, the cost of a Mathematica license can be prohibitive for individual users or small businesses. Overall, Mathematica is best suited for researchers, scientists, and engineers who require a comprehensive tool for symbolic and numerical computation, data analysis, and visualization. Its extensive functionality and ability to handle complex mathematical problems make it an invaluable asset in these fields. However, individuals or organizations with limited budgets or those seeking a more user-friendly option may want to explore alternative software solutions. Keep in mind that software is constantly evolving, so it's always a good idea to check for the latest updates and user reviews to make an informed decision.

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Toucan Toco is a cloud-based data communications tool that provides analytics and storytelling capabilities to enterprises. All users who discuss integration say that the tool aligns with their organizations’ cloud-first strategies, integrating with their existing tech stacks with ease. All users who review accessibility are unanimous in their reviews that its user-friendly interface provides an excellent user experience. All of the users who say they’ve contacted customer support say the team’s quick and informative responses are a plus. Almost 96% of users who review dashboarding say that they can create interactive and easy-to-understand data stories through its visualization module, Toucan Studio. 56% of the users who mention functionality say that the solution has a rich feature set and the vendor releases weekly updates, astutely incorporating users’ feature requests. In summary, Toucan Toco helps businesses increase revenue opportunities for businesses to differentiate themselves in the market through data visualization.

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