# Best Graph Visualization Tools Software *By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)* Graph visualization software represents relationships, connections, and structures in data as graphs or networks. It helps users understand complex datasets by mapping entities called nodes and their relationships, or edges, in a visual format. Graph visualization software helps visually segment large, dense datasets into clusters or themes, making intricate systems more manageable and easy to understand. This type of software is widely used across industries such as social network analysis, cybersecurity, bioinformatics, and logistics, providing a bridge between raw data and actionable insights. Data analysts, IT, and cybersecurity professionals use this software to discover patterns, communicate complex datasets, and monitor network traffic, respectively. To qualify for inclusion in the Graph Visualization category, a product must: - Provide tools to visually map and interact with graph data, highlighting relationships and patterns - Automatically position nodes and edges for optimal readability - Allow users to explore, analyze, and interpret complex datasets through interactive visualizations - Save graphs as PNG, PDF, or interactive HTML files - Allow programmatic access to data and features for custom integrations - Connect to various data sources, including databases, APIs, or file formats that store graph data ## Category Overview **Total Products under this Category:** 19 ## Trust & Credibility Stats **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 0+ Authentic Reviews - 19+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Best Graph Visualization Tools Software At A Glance - **Best Free Software:** [Linkurious](https://www.g2.com/products/linkurious/reviews) ## Top-Rated Products (Ranked by G2 Score) ### 1. [Neo4j Graph Data Science](https://www.g2.com/products/neo4j-graph-data-science/reviews) Neo4j Graph Data Science is a data science and machine learning engine that uses the relationships in your data to improve predictions. It plugs into enterprise data ecosystems so you can get more data science projects into production quickly. Using a catalog of over 65 pretuned graph algorithms, data scientists can explore billions of data points in seconds to identify hidden connections and generate compelling visualizations that lead to better stakeholder decision making. Practical business applications and operations benefit from the context-first analysis that only graphs can provide across projects like recommendation engines, anomaly and fraud detection, route optimization, marketing, network analysis, and many more. **Average Rating:** 4.5/5.0 **Total Reviews:** 15 **Seller Details:** - **Seller:** [Neo4j](https://www.g2.com/sellers/neo4j) - **Year Founded:** 2007 - **HQ Location:** San Mateo, CA - **Twitter:** @neo4j (46,957 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/neo4j/ (996 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 44% Mid-Market, 38% Small-Business ### 2. [Rocketgraph | Graph Analytics Platform Powered by GenAI](https://www.g2.com/products/rocketgraph-graph-analytics-platform-powered-by-genai/reviews) Rocketgraph xGT uncovers hard-to-find patterns faster and performs analyses that used to take days to run or would stop before producing results. With Rocketgraph and its AI-powered Mission Control user interface, you can do iterative analysis on the biggest, most complicated datasets on the planet and get answers hundreds of times faster than with other graph analytics tools. Rocketgraph can be used on-premise or in the cloud, with Aurora - our fully-managed cloud offering. **Average Rating:** 4.8/5.0 **Total Reviews:** 3 **Seller Details:** - **Seller:** [Rocketgraph](https://www.g2.com/sellers/rocketgraph) - **Year Founded:** 2014 - **HQ Location:** Seattle, US - **Twitter:** @Rocketgraph_ai (479 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/rocketgraph (12 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 67% Enterprise, 33% Small-Business ### 3. [Aigraphmaker](https://www.g2.com/products/aigraphmaker/reviews) AI Graph Maker is an advanced data visualization platform that leverages artificial intelligence to transform raw data into compelling visual narratives. Designed for businesses, educators, and creative professionals, it simplifies the creation of professional-grade graphs, enabling users to communicate complex information effectively and make informed decisions. Key Features and Functionality: - Intelligent Content Recognition: The platform analyzes input data, including text and various file formats, to automatically generate well-structured graphs, saving time and enhancing productivity. - Multi-Format Compatibility: Supports content extraction from multiple file types such as Word and TXT, facilitating seamless data integration from diverse sources. - Customizable Designs: Offers a wide range of templates and styles, allowing users to tailor graphs to align with their brand identity. - Smart Layout Optimization: Utilizes AI to suggest optimal layouts and formatting, ensuring clarity and visual appeal in the generated graphs. - Data Security: Implements robust security measures to protect user data, maintaining confidentiality and integrity. Primary Value and User Solutions: AI Graph Maker addresses the challenges of traditional graph design, which often involve time-consuming processes and the risk of human error. By automating graph creation through AI, it empowers users to efficiently produce high-quality visualizations without requiring design expertise. This capability enhances data storytelling, aids in simplifying complex information, and supports better decision-making across various industries. **Seller Details:** - **Seller:** [AIGraph maker](https://www.g2.com/sellers/aigraph-maker) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 4. [AI Graph Maker](https://www.g2.com/products/ai-graph-maker/reviews) AI Graph Maker is an innovative tool designed to simplify the creation of interactive and visually appealing dashboards. Leveraging artificial intelligence, it enables users to design customized dashboards efficiently, catering to various data visualization needs. Key Features and Functionality: - Intuitive Layout Selection: Offers a variety of pre-designed templates, allowing users to choose the optimal structure for their dashboards. - Stylistic Customization: Provides extensive options to adjust themes, colors, and typography, ensuring alignment with brand identity or personal preferences. - Component Integration: Facilitates the addition of diverse data visualization components, such as pie charts, bar charts, and lists, through a user-friendly drag-and-drop interface. - Comprehensive Chart Library: Includes a wide range of chart types, including line charts, bar charts, pie charts, scatter plots, radar charts, tree diagrams, sunburst charts, Sankey diagrams, and funnel charts, enabling effective data representation. - AI-Powered Data Input: Allows users to input data or queries in natural language, with the AI engine automatically generating the necessary statistical tables and charts. - Interactive Data Visualization: Enables the creation of interactive charts that respond to user interactions, enhancing engagement and information delivery. Primary Value and User Solutions: AI Graph Maker addresses the challenge of complex dashboard creation by providing an accessible platform that combines AI capabilities with user-friendly design tools. It empowers users to transform raw data into insightful visualizations without requiring extensive technical expertise, thereby facilitating data-driven decision-making and effective communication of information. **Seller Details:** - **Seller:** [AI Graph Maker](https://www.g2.com/sellers/ai-graph-maker) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 5. [AntV G6](https://www.g2.com/products/antv-g6/reviews) G6 is graph visualization engine with simplicity and convenience. Based on the ability of customize, it provides a set of elegant graph visualization solutions, and helps developers to build up applications for graph visualization, graph analysis, and graph editor. **Seller Details:** - **Seller:** [AntV](https://www.g2.com/sellers/antv) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 6. [Arcade Analytics](https://www.g2.com/products/arcade-analytics/reviews) Arcade Analytics is a graph analytics tools Making graph analysis visual stunning and simple to use. Arcade runs on all modern browsers and squeezes the GPU if available. **Average Rating:** 4.2/5.0 **Total Reviews:** 6 **Seller Details:** - **Seller:** [Arcade Analytics ltd](https://www.g2.com/sellers/arcade-analytics-ltd) - **Year Founded:** 2017 - **HQ Location:** London, GB - **Twitter:** @arcadeanalytics (2,147 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/18395748 (2 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 50% Mid-Market, 33% Small-Business #### Pros & Cons **Pros:** - Affordable (1 reviews) - Customer Support (1 reviews) - Reliability (1 reviews) - Time-saving (1 reviews) ### 7. [Cytospace](https://www.g2.com/products/cytospace/reviews) Cytoscape is an open source software platform for visualizing complex networks and integrating these with any type of attribute data. **Seller Details:** - **Seller:** [Cytoscape Consortium](https://www.g2.com/sellers/cytoscape-consortium) - **HQ Location:** SAN DIEGO, US - **LinkedIn® Page:** https://www.linkedin.com/company/cytoscape-consortium/about/ (2 employees on LinkedIn®) ### 8. [Gephi](https://www.g2.com/products/gephi/reviews) Gephi is an open-source visualization and exploration software for all kinds of graphs and networks. **Average Rating:** 4.3/5.0 **Total Reviews:** 13 **Seller Details:** - **Seller:** [Association Gephi](https://www.g2.com/sellers/association-gephi) - **Year Founded:** 2010 - **HQ Location:** Paris, FR - **Twitter:** @Gephi (13,303 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/294996/ (1 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 62% Mid-Market, 23% Enterprise ### 9. [GoJS](https://www.g2.com/products/gojs/reviews) A pure JavaScript library for creating interactive diagrams on the Web. GoJS makes it easy to construct interactive diagrams of Nodes, Links, and Groups, with customizable templates and layouts. **Average Rating:** 4.0/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [Northwoods Software](https://www.g2.com/sellers/northwoods-software-ccb897fe-c407-4973-a651-494af1609fa2) - **Year Founded:** 1995 - **HQ Location:** Nashua, US - **LinkedIn® Page:** http://www.linkedin.com/company/northwoods-software-corporation (8 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Mid-Market ### 10. [Graphistry](https://www.g2.com/products/graphistry/reviews) Graphistry is a GPU-accelerated visual graph analytics platform designed to help analysts rapidly investigate and understand complex datasets. By transforming raw data into interactive visual maps, Graphistry enables users to uncover hidden relationships, patterns, and anomalies without the need for manual queries. This capability is particularly beneficial in fields such as cybersecurity, fraud detection, IT operations, and supply chain analysis, where timely and accurate insights are crucial. Key Features and Functionality: - Visual Graph Analytics: Converts large-scale data into interactive visualizations, revealing intricate connections and facilitating intuitive exploration. - GPU Acceleration: Utilizes GPU technology to process data swiftly, ensuring scalability and responsiveness even with massive datasets. - Data Integrations: Seamlessly integrates with various data sources and tools, including Splunk, Pandas, Dask, Jupyter, Streamlit, and SQL, allowing for versatile data analysis. - Visual Querying: Offers advanced querying capabilities with features like clustering, filters, and summaries to enhance data interrogation. - Investigation Templates: Provides reusable templates that automate and guide complex investigations, streamlining analytical workflows. - APIs and Embedding: Enables embedding of visual graphs into applications and dashboards, facilitating integration into existing systems. Primary Value and Problem Solved: Graphistry addresses the challenge of analyzing vast and complex datasets by providing a platform that simplifies and accelerates the investigative process. Traditional methods often require extensive manual querying and can be time-consuming and error-prone. Graphistry's visual approach allows analysts to quickly identify and understand relationships within the data, leading to faster decision-making and more effective problem-solving. This is especially critical in areas like cybersecurity and fraud detection, where the ability to rapidly detect and respond to threats can prevent significant losses and enhance organizational security. **Seller Details:** - **Seller:** [Graphistry](https://www.g2.com/sellers/graphistry) - **Year Founded:** 2014 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/graphistry/ (13 employees on LinkedIn®) ### 11. [i2 Analyze](https://www.g2.com/products/i2-analyze/reviews) i2 Analyze is an integrated set of secure services and stores that provide search, analysis, and storage of intelligence data to authorized users. It presents these functions through the web and desktop applications that connect to it. **Seller Details:** - **Seller:** [Harris Computer Systems](https://www.g2.com/sellers/harris-computer-systems) - **Year Founded:** 1976 - **HQ Location:** Nepean, Ontario, Canada - **LinkedIn® Page:** https://www.linkedin.com/company/harris-computer./ (2,776 employees on LinkedIn®) ### 12. [KeyLines Graph Visualization Toolkit](https://www.g2.com/products/keylines-graph-visualization-toolkit/reviews) Build game-changing graph visualization products that turn connected data into insight. **Average Rating:** 4.8/5.0 **Total Reviews:** 4 **Seller Details:** - **Seller:** [Cambridge Intelligence](https://www.g2.com/sellers/cambridge-intelligence) - **Year Founded:** 2011 - **HQ Location:** Cambridge, GB - **Twitter:** @cambridgeintel (1,199 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cambridge-intelligence (86 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 75% Mid-Market, 25% Small-Business #### Pros & Cons **Pros:** - Customer Support (3 reviews) - Data Handling (2 reviews) - Integrations (2 reviews) - Data Analysis (1 reviews) - Easy Integrations (1 reviews) **Cons:** - Performance Issues (1 reviews) ### 13. [Linkurious](https://www.g2.com/products/linkurious/reviews) At Linkurious, we provide the next generation of data visualization and analytics solutions powered by graph technology. We help teams of analysts and investigators swiftly and accurately find insights otherwise hidden in complex connected data so they can make more informed decisions, faster. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [Linkurious](https://www.g2.com/sellers/linkurious) - **Year Founded:** 2013 - **HQ Location:** Montreuil, FR - **LinkedIn® Page:** https://www.linkedin.com/company/linkurious/ (46 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Small-Business ### 14. [Maltego Graph](https://www.g2.com/products/maltego-graph/reviews) Maltego Graph is a comprehensive cyber investigation platform designed to accelerate complex investigations by enabling users to uncover and visualize connections within large datasets swiftly. It integrates data from various sources, including open-source intelligence (OSINT), social media, and internal databases, presenting them in an intuitive graph format. This visualization aids in identifying patterns and relationships that might be overlooked in traditional analysis methods. Key Features and Functionality: - Visual Link Analysis: Maltego Graph allows users to perform link analysis on up to 10,000 entities within a single graph, facilitating the identification of complex relationships. - Data Integration: The platform offers seamless access to over 120 data providers, encompassing more than 12,000 search methods across various domains such as cyber threat intelligence, social media, dark web, cryptocurrency, and corporate data. - Customizable Transforms: Users can create custom integrations with internal repositories and develop their own APIs and Transforms, enabling tailored data analysis. - Collaboration Tools: Maltego Graph supports real-time collaboration by allowing multiple analysts to share and work on encrypted graphs simultaneously. - Automation Capabilities: The platform includes features to automate repetitive investigative processes, enhancing efficiency and consistency in investigations. Primary Value and User Solutions: Maltego Graph addresses the challenges of managing and analyzing vast amounts of dispersed data by providing a unified platform that consolidates diverse information sources. Its visual representation of data connections simplifies the detection of patterns and relationships, significantly reducing the time required for complex investigations. By automating routine tasks and offering customizable tools, Maltego Graph empowers investigators to focus on critical analysis, thereby enhancing the accuracy and depth of their findings. This makes it an invaluable asset for professionals in cybersecurity, law enforcement, and intelligence sectors who require efficient and thorough investigative capabilities. **Seller Details:** - **Seller:** [Maltego](https://www.g2.com/sellers/maltego) - **Year Founded:** 2017 - **HQ Location:** Munich, DE - **Twitter:** @MaltegoHQ (14,401 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/maltego/ (168 employees on LinkedIn®) ### 15. [NetMiner](https://www.g2.com/products/netminer/reviews) NetMiner 5 is an advanced analytics platform developed by CYRAM Inc. that combines graph theory, machine learning, and AI to analyze, visualize, and interpret network and text data. Designed for researchers, analysts, and decision-makers across academia, government, and industry, NetMiner helps users uncover complex relational and textual patterns without requiring any programming expertise. At its core, NetMiner is built around social network analysis (SNA), enabling the structural exploration of relationships between people, organizations, documents, and concepts. It supports one-mode, two-mode, and multiplex networks, and provides a wide range of SNA metrics from basic to advanced to assess individual centrality, group dynamics, and whole-network structure. NetMiner goes beyond traditional SNA by integrating machine learning (ML) and graph neural networks (GNNs). Users can easily apply supervised and unsupervised learning techniques such as classification, regression, and clustering, as well as GNN models like GCN, GraphSAGE, and GAT, for predictive modeling. In terms of text analysis, NetMiner offers powerful capabilities to extract keywords, build co-occurrence networks, generate word clouds, and perform topic modeling using LDA. This allows users to move beyond frequency-based analysis and explore the latent meaning structure in large text corpora. NetMiner includes a powerful interactive 2D visualization engine that makes network structure exploration intuitive. Nodes and links can be styled by centrality, frequency, or categories, and users can zoom, filter, and drag to explore key actors and patterns. These visualizations are directly linked to the data for accurate interpretation. Even with large datasets, dynamic visual analysis is possible without writing code. The built-in AI Assistant, powered by LLMs like GPT and Gemini, helps interpret results and suggests next steps—making it accessible even to users who are new to network or text analysis. NetMiner is widely used across fields including: - Academic research: sociology, communication, political science, digital humanities, education - Policy analysis and public sector planning: stakeholder mapping, policy network evaluation, community structure detection - Enterprise analysis: internal communication auditing, compliance monitoring, customer segmentation, influencer analysis - Media and social media analysis: opinion leader detection, information diffusion, discourse analysis - Cybersecurity and anomaly detection: email network analysis, abnormal behavior pattern identification NetMiner supports importing and exporting various file formats (CSV, Excel) and integrates with external tools via APIs and scripting. Licenses are available for students, educational institutions (schools), and organizations/corporations. More than just a network visualization tool, NetMiner is a complete analysis environment built on the foundation of network thinking. It helps users move from data to insight to action—faster, smarter, and with greater clarity. To learn more or request a demo, visit www.netminer.com **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [NetMiner](https://www.g2.com/sellers/netminer) - **Year Founded:** 2000 - **HQ Location:** Gyeonggi-do, South Korea - **Twitter:** @netminer (231 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/netminer (1 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Small-Business ### 16. [Quantexa](https://www.g2.com/products/quantexa/reviews) Quantexa empowers organisations to drive better decisions from their data. Using the latest advancements in big data and AI, Quantexa uncovers hidden customer connections and behaviours to solve major challenges in financial crime, customer insight and data analytics. **Seller Details:** - **Seller:** [Quantexa](https://www.g2.com/sellers/quantexa) - **Year Founded:** 2016 - **HQ Location:** London, England, United Kingdom - **LinkedIn® Page:** https://www.linkedin.com/company/quantexa (842 employees on LinkedIn®) ### 17. [ReGraph graph visualization toolkit for React](https://www.g2.com/products/regraph-graph-visualization-toolkit-for-react/reviews) ReGraph is a React SDK for building browser-based, interactive, custom and high-performance graph visualizations that reveal threats and hidden insight. For React developers, ReGraph offers a simple and clean coding experience. It has familiar logic, easy state handling and well-documented props. It fits with any browser, device, server or database and comes with clear tutorials, demos and API documentation. Combined with our developer support, you’ll be uncovering network insight in no time. https://cambridge-intelligence.com/regraph/ **Seller Details:** - **Seller:** [Cambridge Intelligence](https://www.g2.com/sellers/cambridge-intelligence) - **Year Founded:** 2011 - **HQ Location:** Cambridge, GB - **Twitter:** @cambridgeintel (1,199 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cambridge-intelligence (86 employees on LinkedIn®) ### 18. [Tom Sawyer Explorations](https://www.g2.com/products/tom-sawyer-explorations/reviews) Apply graph intelligence to your data and achieve first insights in minutes with no coding! **Seller Details:** - **Seller:** [Tom Sawyer Software](https://www.g2.com/sellers/tom-sawyer-software-02a879aa-6014-4c5c-a039-8bdcf7961981) - **Year Founded:** 1992 - **HQ Location:** Berkeley, US - **LinkedIn® Page:** https://www.linkedin.com/company/tom-sawyer-software (81 employees on LinkedIn®) ### 19. [ZoomCharts](https://www.g2.com/products/zoomcharts/reviews) Create complex and interactive data visualizations with minimal input and development time by using a ready-to-go javascript charts library. **Average Rating:** 4.1/5.0 **Total Reviews:** 39 **Seller Details:** - **Seller:** [Data Visualization Software Lab](https://www.g2.com/sellers/data-visualization-software-lab) - **Year Founded:** 2013 - **HQ Location:** Riga, Latvia - **Twitter:** @ZoomCharts (1,375 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/zoomcharts/ (26 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 44% Small-Business, 31% Enterprise ## Parent Category [Analytics Tools & Software](https://www.g2.com/categories/analytics-tools-software)