# Top Free Data Science and Machine Learning Platforms - Page 5 ## How Many Data Science and Machine Learning Platforms Products Does G2 Track? **Total Products under this Category:** 1,043 ### Category Stats (Aug 2026) - **Average Rating:** 4.46/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** FalkorDB (+5.88%) - Among all products in this category, FalkorDB recorded the largest rating increase compared to last month _Last updated: August 01, 2026_ ## How Does G2 Rank Data Science and Machine Learning Platforms Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 14,100+ Authentic Reviews - 1,043+ 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. ## G2 Grid® for Data Science and Machine Learning Platforms ![G2 Grid® for Data Science and Machine Learning Platforms plotting products by satisfaction and market presence](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.png?focus%5B%5D=10470&focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=67045&focus%5B%5D=10938&focus%5B%5D=162504&focus%5B%5D=1308796&focus%5B%5D=7150) Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, Hex, IBM watsonx.data, and Dataiku. Underlying data: [Grid® JSON](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=snowflake&focus%5B%5D=hex-tech-hex&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=dataiku) **Sponsored** ### Greenhouse Greenhouse is more than an ATS – they’re a true hiring partner that gives companies of all sizes everything they’ll ever need to get measurably better at hiring. With Greenhouse, organizations can cut recruiting costs and ensure every hire is the right hire. Their industry-leading, AI-powered software supports every stage of the hiring process, from sourcing to onboarding, empowering companies to hire top talent quickly, consistently and fairly – today and as their business grows. With a structured hiring approach at its core, Greenhouse makes it easy to define the role, requirements and attributes of a successful candidate before a job is posted, enabling internal alignment and more confident, data-driven decisions. Greenhouse Real Talent™ enhances this process by helping teams identify and prioritize real, qualified candidates while detecting fraud, spam and impersonation attempts. They’ve helped over 7,500 companies across diverse industry verticals and scaling goals turn talent into a strategic advantage, so they can be ready to hire for what’s next. Some of the most successful companies, like Hubspot, Block, NFL, Lyft, Trivago and HelloFresh, use Greenhouse for data and guidance on the behaviors and capabilities they need to improve their overall hiring performance. They have also received numerous awards showcasing their commitment to product innovation and great hiring, including: G2 Top 50 Best HR Products (2025), G2 Best Enterprise Products (2025), Fortune Best Workplaces (2019–2024) and Inc. 5000 (2018–2024). © 2024, Greenhouse Software, Inc. All rights reserved. "Hire for what's next," “The/Your all-together hiring platform,” "Talent Makers" and the G Logo are trademarks of Greenhouse Software, Inc. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=692&secure%5Bchosen_at%5D=2026-08-05T11%3A01%3A04Z&secure%5Bdisplayable_resource_id%5D=789&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=3900&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3900&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%2Ffree%3Fcategory_id%3Ddata-science-and-machine-learning-platforms%26locale%3Dit%26page%3D5&secure%5Btoken%5D=f8065a7a92c311dde4099c6c3ac8439ff781eb23437041b32ef4bbb575f27718&secure%5Burl%5D=https%3A%2F%2Fwww.greenhouse.com%2Fdemo%3Futm_medium%3Ddirectories%26utm_source%3Dg2clicks%26utm_campaign%3DGRO-1125-directoryppc%26utm_targeting%3Dnamer-all-ec-prospect%26utm_content%3D&secure%5Burl_type%5D=book_demo) ### [Infoveave](https://www.g2.com/products/infoveave/reviews) Infoveave is an AI-powered unified data platform that helps enterprises automate data pipelines, improve data quality, enable predictive analytics, and turn insights into measurable business actions — all within a single environment. Unlike traditional BI tools or standalone ETL platforms, Infoveave connects the entire data lifecycle from ingestion and transformation to governance, analytics, and operational execution. Infoveave is built on a strong foundation of data governance and data security, ensuring consistent data management, compliance, and protection. With capabilities like data lineage tracking, metadata management, row-level security, and audit trails, the platform helps maintain data integrity and control. Key Features Fovea - AgenticAI Assistant Infoveave's AgenticAI, Fovea, is embedded across the platform. Fovea assists in building data transformations, suggesting insights, automating workflows, and simplifying advanced analytics, reducing technical dependency and improving cross-team adoption. Data Automation & Integration • 50+ native connectors (cloud apps, databases, warehouses) • Automated data ingestion & transformation • Workflow orchestration with monitoring & alerts • Real-time pipeline visibility AI-Powered Analytics & Predictive Modeling • AutoML for predictive insights • What-if scenario planning • Python integration for advanced modeling • API-accessible analytics endpoints Conversational Dashboards & Self-Service BI • Natural language queries • 100+ interactive visuals • Drill-down exploration • Scheduled & automated reporting Built-in Data Quality & Governance • Automated validation & anomaly detection • Data catalog & lineage tracking • Role-based access control • Audit trails & governance workflows Data Apps & Operational Workflows • Low-code applications • Integrated data capture forms • Automated decision triggers • Insight-to-action workflows Business Value • Faster deployment of data pipelines • Improved data accuracy and trust • Reduced reliance on multiple disconnected tools • Faster decision-making cycles • Measurable operational efficiency Infoveave unifies data automation, AI-powered analytics, governance, and operational workflows into one intelligent platform — turning enterprise data into trusted, actionable decisions. **Average Rating:** 4.9/5.0 **Total Reviews:** 9 #### How Do G2 Users Rate Infoveave? - **Ease of Admin:** 9.2/10 (Category avg: 8.5/10) #### Who Is the Company Behind Infoveave? - **Seller:** [Noesys Software](https://www.g2.com/sellers/noesys-software) - **HQ Location:** N/A - **Twitter:** @infoveave 15 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=031a186e4dacb0ab22fe119526e419c6197ed31793cb242b118d7786dcbcabaa&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfoveave-pty-ltd%2F&secure%5Burl_type%5D=linkedin_company_website) 3 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 44% Small, 22% Medium #### What Do G2 Reviewers Say About Infoveave? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Infoveave, appreciating quick data import and seamless dashboard creation. - Users value the **easy integrations** of Infoveave, facilitating quick data imports and seamless connections to various sources. - Users value the **ease of use and quick implementation** of Infoveave for efficient data handling and insights delivery. - Users commend the **excellent community support** from Infoveave, enhancing their experience with reliable service and assistance. - Users highlight the **excellent customer support** of Infoveave, noting its reliability and top-notch quality. ##### Cons - Users request more resources, citing **poor customer support** due to insufficient help content and videos available. - Users face **dashboard issues** that necessitate significant restructuring to isolate data from multi-tenant sources effectively. - Users face **initial difficulties with data cleaning** due to complex restructuring between multi-tenant reports and dashboards. - Users face **data inaccuracy** issues, needing extensive restructuring for dashboards to function correctly with multi-tenant reports. - Users face **initial difficulties with data integration** , as multi-tenant reports require extensive restructuring for effective use. #### What Are Recent G2 Reviews of Infoveave? **["Scalable data automation for multi-site operations: Our unified source of truth"](https://www.g2.com/survey_responses/infoveave-review-12599874)** **Rating:** 5.0/5.0 stars _— Satish G._ [Read full review](https://www.g2.com/survey_responses/infoveave-review-12599874) **["Infoveave Delivers Powerful, User-Friendly Shopfloor Intelligence"](https://www.g2.com/survey_responses/infoveave-review-12600038)** **Rating:** 5.0/5.0 stars _— Chore R._ [Read full review](https://www.g2.com/survey_responses/infoveave-review-12600038) ### [JARVIS Video Analytics Solution](https://www.g2.com/products/jarvis-video-analytics-solution/reviews) Staqu is an AI research company with more than 7 years of experience in finding solutions to challenging business processes. Multiple private owned companies and law enforcement agencies use our products on a daily basis across the world. Multiple organisations have chosen our JARVIS video analytics solution because it is versatile and modular. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate JARVIS Video Analytics Solution? - **Application:** 10.0/10 (Category avg: 8.5/10) - **Managed Service:** 10.0/10 (Category avg: 8.3/10) - **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10) #### Who Is the Company Behind JARVIS Video Analytics Solution? - **Seller:** [JARVIS Video Analytics Solution](https://www.g2.com/sellers/jarvis-video-analytics-solution) - **Year Founded:** 2015 - **HQ Location:** London, GB - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4d8a75c597e957cd9931be5a6a0acaa27d679aa2cd6ef4877af14097d87f09da&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstaqu-technologies&secure%5Burl_type%5D=linkedin_company_website) 100 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Large #### What Are Recent G2 Reviews of JARVIS Video Analytics Solution? **["Jarvis helps in Audio-Video management"](https://www.g2.com/survey_responses/jarvis-video-analytics-solution-review-8700779)** **Rating:** 5.0/5.0 stars _— Maithili G._ [Read full review](https://www.g2.com/survey_responses/jarvis-video-analytics-solution-review-8700779) ### [Rayven](https://www.g2.com/products/rayven/reviews) What is Rayven? Rayven is an operational software platform that delivers an AI data fabric - connecting every system, data source, and data stream across a business into a single managed environment, then letting teams build custom apps, AI agents, workflow automations, dashboards, and MCP servers for direct AI model connectivity on top. It is the platform for organisations that need to act on operational data in real-time, deploy AI that actually works in production + build software that fits the way their business operates - without replacing existing systems or waiting 18 months for results. The Problem Rayven Solves Most organisations already have the systems and data they need. The challenge is fragmentation. ERP systems, SCADA platforms, IoT devices, databases, cloud tools, and files all generate valuable data - but it sits in silos, impossible to act on in real-time. The result: manual reporting, disconnected workflows, and AI projects that fail before reaching production. Industry research shows 95% of AI projects never ship - most because the underlying data layer is not clean, connected, or ready. Rayven builds that foundation first, then activates it. The Rayven Platform Rayven operates across five unified layers, delivered as a single managed environment: - Integration: More than 600 pre-built connectors pull data from IT, OT, IoT, files, APIs, databases, and data streams - bidirectionally, in real-time. Connects industrial protocols (OPC UA, Modbus, MQTT, BACnet) alongside cloud platforms, business systems, and proprietary tools. - Data: All connected data lands in a single managed platform - structured, governed + AI-ready. Real-time processing, ETL pipelines, data lakes, and AI model training handled in one place. - Execution: Automation rules, predictive models + agentic AI run directly on live operational data. Rules-based logic, machine learning, and goal-seeking autonomous agents all operate in one execution environment. - Presentation: Custom apps, dashboards, portals, conversational interfaces, and mobile applications deployed from the same platform - built for specific workflows, not generic reporting. - Security, Governance + Hosting: Role-based access control, data lineage, audit trails, AES-256 encryption, data residency controls, and enterprise-grade infrastructure - included as standard. AI Capabilities Rayven includes ten native AI capabilities built directly into the platform: 1. Custom AI agents (goal-seeking, action-taking) 2. Predictive analytics and machine learning 3. Conversational analytics 4. Real-time and continuous model training 5. AI-led workflow automation 6. Multimodal processing (documents, video, images, audio) 7. Anomaly and risk detection 8. Forecasting and optimisation 9. Vision and edge AI inference 10. Generative operational summaries MCP server support enables direct connectivity for AI models including Claude, GPT, and others. What Gets Built Rayven customers build and deploy: - Custom operational apps and field applications. - AI agents that monitor conditions, detect anomalies + take corrective action autonomously. - Predictive maintenance and performance models running on live plant data. - Real-time dashboards and executive reporting tools. - Workflow automations spanning IT and OT systems. - Customer and partner portals. - Data pipelines and integration layers. - White-label software products delivered under partner brands. Key Differentiators vs. Point solutions (Zapier, MuleSoft, Power BI, DataRobot): point solutions do one thing well but force teams to stitch together five separate tools to cover integration, data, AI, presentation, and governance. Rayven replaces the stack. vs. Traditional enterprise platforms (SAP, Oracle, Palantir): enterprise platforms take 12-18 months and seven figures to implement. Rayven deploys in two to 12 weeks at fixed scope and fixed price. vs. Low-code app builders (Mendix, OutSystems): app builders handle the presentation layer but do not solve the underlying data and integration problem. Rayven covers the full stack. Technology Compatibility Rayven is fully technology-agnostic and works alongside existing systems: - Cloud platforms: Microsoft Azure, Google Cloud + AWS - Business systems: SAP, Salesforce, Oracle, and Microsoft 365 - OT platforms: Siemens, Rockwell, Schneider Electric, and Ignition - Industrial protocols: OPC UA, Modbus, MQTT, BACnet, and EtherNet/IP - IoT devices: any device with a data output - Custom and proprietary systems via API, webhook, or direct connector Nothing needs to be replaced. Every existing investment is preserved. Who Uses Rayven Rayven serves businesses from growth-stage to large enterprise across 24+ industries globally - manufacturing, mining, construction, infrastructure, logistics, utilities, financial services, healthcare, agriculture, government, and more. Customers across Australia, Europe, North America, South America, and Africa. Named customers include Anglo American, Fulton Hogan, Glencore, Vodafone, NSW Ports, CSIRO, Collective Intelligence, Ramjack, and AngloGold Ashanti. Delivery Options - DIY: Full platform access. Internal teams build and deploy independently. - Done-For-You: Australia-based delivery team. Fixed scope, fixed price, two to 12 weeks from brief to go-live. - Hybrid: Guided delivery first, with the customer's team taking increasing ownership over time. By the Numbers - More than 600 pre-built connectors. - Ten native AI capabilities. - More than 240 deployments live globally. - Rated 5/5 across more than 140 independent reviews. - Deploys 66% faster than traditional development. - Two to 12 weeks to first working solution. - Rayven exists to close the gap: 95% of AI projects never reach production (industry average). **Average Rating:** 4.9/5.0 **Total Reviews:** 29 #### Who Is the Company Behind Rayven? - **Seller:** [Rayven](https://www.g2.com/sellers/rayven) - **Year Founded:** 2016 - **HQ Location:** Sydney, AU - **Twitter:** @RayvenIOT 56 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1d006407e153419f0571c4dc74bc360e0abc0d6d0be9334a3fff870a267b0972&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Frayveniot%2F&secure%5Burl_type%5D=linkedin_company_website) 33 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Retail - **Company Size:** 69% Medium, 52% Small #### What Do G2 Reviewers Say About Rayven? _AI-generated summary from verified user reviews_ ##### Pros - Users commend Rayven's **ease of use** , highlighting effortless automation and streamlined integration through intuitive drag-and-drop features. - Users appreciate Rayven's **robust handling of large-scale data** and advanced AI capabilities, enhancing operational efficiency and flexibility. - Users praise Rayven for its **exceptional automation** capabilities, significantly streamlining data workflows and enhancing operational efficiency. - Users appreciate Rayven's **customization capabilities** , allowing tailored solutions that enhance integration and streamline operations efficiently. - Users appreciate Rayven's **robust data management** , enabling real-time processing and integration across complex systems with ease. ##### Cons - Users find the **learning curve steep** initially, requiring time and guidance to fully grasp all features. - Users find **difficult learning** curves with Rayven's features, requiring time and guidance for smoother onboarding experiences. - Users experience a **steep learning curve** initially, requiring time and additional resources to fully understand the platform. - Users find the **complex setup** challenging, especially with advanced features and multi-site deployments requiring careful planning. - Users note the **setup complexity** of Rayven, requiring assistance for advanced integrations and lengthy initial configurations. #### What Are Recent G2 Reviews of Rayven? **["Rayven's Low-Code Platform is the Fastest Way to Build and Scale Intelligent Apps"](https://www.g2.com/survey_responses/rayven-review-11780301)** **Rating:** 5.0/5.0 stars _— John M._ [Read full review](https://www.g2.com/survey_responses/rayven-review-11780301) **["Seamless Automation and Predictive Maintenance with Rayven"](https://www.g2.com/survey_responses/rayven-review-12211094)** **Rating:** 5.0/5.0 stars _— Keith N._ [Read full review](https://www.g2.com/survey_responses/rayven-review-12211094) ### [Zerve](https://www.g2.com/products/zerve/reviews) Zerve is the agentic data workspace designed for anyone who works with data, from solo analysts, data scientists and business users alike. Zerve brings together exploration, advanced analysis, collaboration, and production deployment into a single AI-native environment, so that important data work doesn’t stall, break, or disappear. Zerve is used by data professionals in companies such as BBC, QVC, Dun & Bradstreet, Airbus, Canal+, S&P Global, and many others. Zerve makes advanced data work accessible, durable, and deployable from day one, starting with the messy, real-world data most projects begin with. At the heart of Zerve is a new way for humans and AI agents to work together. Zerve’s AI agents understand the full context of a project and actively help plan, build, debug, and iterate across multi-step analyses. Agents can assist with tasks like cleaning and transforming data, identifying issues, and testing approaches, reducing the manual effort that slows teams down. This means working at a higher level of abstraction without being slowed by setup or syntax. With Zerve, you always have an expert data scientist at your side, guiding decisions, suggesting next steps, and taking action. Zerve also supports real-time human collaboration in the same shared environment, making it easy for individuals, teams, and business stakeholders to work from the same context without translation layers or hand-offs. Unlike traditional data notebooks, workflows in Zerve are reproducible and stable even as they become more complex. Users can work across Python, SQL, and R in a single workspace, connect directly to databases, data lakes, and warehouses, and integrate with Git for version control. The built-in distributed computing engine powers massively parallel execution for large-scale analysis, simulations, and AI workloads, with multi-agent orchestration coordinating complex pipelines behind the scenes. Zerve can be used as SaaS, self-hosted, or even on-premise for highly regulated environments. The result is simple but powerful: every analysis built in Zerve can be deployed instantly as an app, API, or scheduled job, ensuring that data work reaches real users, systems, and decisions. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### Who Is the Company Behind Zerve? - **Seller:** [Zerve AI](https://www.g2.com/sellers/zerve-ai) - **Year Founded:** 2023 - **HQ Location:** Cahir, IE - **Twitter:** @Zerve\_AI 311 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=709321db5aedd433c3e11051ddbff075ea3dff1d7d19b6db08531d19c06ef8c4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzerve-ai%2F&secure%5Burl_type%5D=linkedin_company_website) 19 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Large #### What Are Recent G2 Reviews of Zerve? **["Great team and great product"](https://www.g2.com/survey_responses/zerve-review-9497859)** **Rating:** 5.0/5.0 stars _— Bobby N._ [Read full review](https://www.g2.com/survey_responses/zerve-review-9497859) ### [Above Data](https://www.g2.com/products/above-data/reviews) Above Data provides AI-ready data solutions that address the core challenges of transforming chaotic consumer data into useable metadata. Our platform leverages LLMs and proprietary algorithms to transform fragmented attributes and metadata describing consumer actions into applicable knowledge. We offer comprehensive data transformation and interoperability services, ensuring accuracy, compliance, and scalability. Unlike generalized AI platforms, Above Data brings deep domain expertise in consumer data, understanding the nuances of various industries, including AdTech/MarTech, Retail, CPG, and Finance. This expertise, combined with robust training data, enables us to deliver tailored solutions that address specific business needs. Our solutions seamlessly integrate with existing data infrastructure, including platforms like Snowflake, Databricks, and LiveRamp. By acting as the "connective tissue" for data, Above Data empowers businesses to unlock the full potential of AI, driving revenue growth, improving customer experiences, and gaining a competitive edge. #### Who Is the Company Behind Above Data? - **Seller:** [Above Data](https://www.g2.com/sellers/above-data) - **Year Founded:** 2020 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a153235fff7ea58a6d70c16f8027a4ddfab9f78534de894ce20f236a96f3d657&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fabove-data&secure%5Burl_type%5D=linkedin_company_website) 15 employees on LinkedIn® ### [Altair SLC](https://www.g2.com/products/altair-slc/reviews) Are SAS Language Programs Mission Critical for Your Business? Many organizations have developed SAS language programs over the years that are vital to their operations. IT and analytics managers are also under pressure to reduce costs and find alternatives for handling their SAS language requirements. Altair SLC (formerly WPS Analytics) runs programs written with SAS language syntax without translation and without licensing other third-party products. Altair SLC is built to handle high levels of throughput and reduces clients’ capital costs and operating expenses. Multi Language, Multi-Platform Solution Altair SLC handles programs, workflows, and models that combine the SAS language and the SQL, Python, and R languages. Its built-in SAS language compiler runs SQL and SAS language code and utilizes Python and R compilers to run Python and R code and exchange Pandas and R data frames. Working on IBM mainframes and in the cloud, as well as on servers and workstations running a host of operating systems, Altair SLC supports remote job submissions and can exchange data between mainframe, cloud, and on-premises installations. Feature-Rich SAS Language Support In addition, Altair SLC doesn’t require any third-party middleware to process applications that contain the SAS language. Altair SLC’s built-in SAS language compiler supports SAS language and macro syntax, and includes procedure support for statistics, time series analytics, operational research, machine learning, matrix manipulation, graphing, and output delivery. Additionally, users can use Altair SLC in batch or standalone mode to execute programs and models or use it with Altair Analytics WorkbenchTM, a GUI/IDE that provides both no-code (workflow) and code facilities to create, maintain, and execute programs and models and interactively explore their outputs. **Average Rating:** 4.1/5.0 **Total Reviews:** 10 #### How Do G2 Users Rate Altair SLC? - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind Altair SLC? - **Seller:** [Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7) - **Year Founded:** 1985 - **HQ Location:** Troy, MI - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bc40bf531df2ca2bbac9a40324b3bf94e73c14f7ec2b90b9b64c29defbdba7b7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F8323%2F&secure%5Burl_type%5D=linkedin_company_website) 2,774 employees on LinkedIn® - **Ownership:** NASDAQ:ALTR - **Total Revenue (USD mm):** $458 #### Who Uses This Product? - **Company Size:** 70% Small, 20% Medium #### What Do G2 Reviewers Say About Altair SLC? _AI-generated summary from verified user reviews_ ##### Pros - Users love the **smoother data transformation** with Altair SLC, effortlessly connecting to multiple databases and enhancing data handling. - Users appreciate the **highly responsive customer support** of Altair SLC, ensuring quick resolutions to queries. - Users love the **smooth data import process** of Altair SLC, which effortlessly connects to multiple databases and simplifies tasks. - Users find the **ease of installation** of Altair SLC refreshing, enabling quick startup and daily use. - Users find the **familiar interface** of Altair SLC easy to use, enhancing their overall experience and productivity. ##### Cons - Users find the **search complexity** in Altair SLC frustrating, often resulting in irrelevant or overwhelming results. - Users find the **limited features** of Altair SLC restrict their functionality compared to full SAS software capabilities. - Users find the **inadequate help resources** of Altair SLC limit their ability to navigate missing functionalities effectively. - Users find the **learning curve steep** when seeking solutions specific to Altair SLC amidst many alternatives. - Users find the **Altair SLC not user-friendly** , often struggling with difficult searches and overwhelming results. #### What Are Recent G2 Reviews of Altair SLC? **["Affordable alternative for Modelling software"](https://www.g2.com/survey_responses/altair-slc-review-9306349)** **Rating:** 4.0/5.0 stars _— Karen M._ [Read full review](https://www.g2.com/survey_responses/altair-slc-review-9306349) **["A beautiful and efficient development platform"](https://www.g2.com/survey_responses/altair-slc-review-9227710)** **Rating:** 4.0/5.0 stars _— Verified User in Insurance_ [Read full review](https://www.g2.com/survey_responses/altair-slc-review-9227710) ### [Astiva AI](https://www.g2.com/products/astiva-ai/reviews) Astiva AI is the Competitive Intelligence platform for AI Search and Visibility. It tracks how ChatGPT, Claude, Google Gemini, Google AI Overviews, Google AI Mode, Perplexity, Grok, Meta AI, DeepSeek, and Mistral AI recommend brands versus competitors, with daily monitoring, citation gap analysis, authority scoring, content generation, and native GA4 revenue attribution. The Problem Astiva AI Solves AI platforms like ChatGPT and Perplexity are now answering buyer questions that used to go through Google Search. Brands that appear in those AI-generated answers win the recommendation. Brands that don't are invisible to buyers who never click through to a search results page. Traditional SEO tools track Google rankings but cannot measure AI citation behavior. Astiva AI was built specifically to close that gap. The Four-Phase Cycle Astiva AI runs brands through a Detect, Diagnose, Displace, Prove cycle across all 10 AI platforms simultaneously. Detect: Daily brand visibility monitoring across ChatGPT, Claude, Gemini, Perplexity, Grok, Meta AI, DeepSeek, Mistral AI, Google AI Overviews, and Google AI Mode. Seven AISO metrics tracked per platform: Visibility Percentage, Share of Voice, Average Position, Sentiment, First Mention Rate, Mention Frequency, and Sentiment Volatility. Diagnose: Prompt-level competitive intelligence showing exactly which queries competitors are cited for and which your brand is missing. Authority scoring from 0 to 100 per cited source. Citation velocity tracking to identify which competitor content is gaining ground. Displace: Citation-ready content generation linked directly to identified citation gaps. Structured recommendations for schema markup, content architecture, and entity signal improvements. Prove: Native GA4 revenue attribution connecting AI citations directly to website sessions, pipeline, and revenue. Available from the Growth plan at $249 per month, without requiring an enterprise contract. Platform Coverage Astiva AI covers all 10 major AI platforms on every paid plan with no per-engine add-on fees and no per-platform charges. Platforms included at every tier: ChatGPT, Claude, Google Gemini, Google AI Overviews, Google AI Mode, Perplexity, Grok, Meta AI, DeepSeek, and Mistral AI. Methodology Transparency Every metric formula, query sampling cadence, brand normalization algorithm, and sentiment scoring logic is published at astiva.ai/methodology. Astiva AI achieves 97.9% brand normalization accuracy, the highest published figure in the AI brand monitoring category. Pricing Free permanent tier available with no credit card required. Paid plans: Lite at $29 per month, Starter at $99 per month (includes content generation),Growth at $249 per month (includes GA4 revenue attribution), Pro at $499 per month, and custom Enterprise pricing. All plans include a 14-day free trial. No per-engine add-on fees at any tier. Free Tools Free AI Brand Visibility Analysis: astiva.ai/free-ai-brand-visibility-analysis Free Query Fan-Out Generator: astiva.ai/tools/query-fanout-generator Company Founded December 2025. Headquartered in Bengaluru, India, with operations in San Francisco, CA. Co-Founder and CEO: Satish Kumar. #### Who Is the Company Behind Astiva AI? - **Seller:** [Astiva AI](https://www.g2.com/sellers/astiva-ai) - **HQ Location:** Bengaluru , IN - **Twitter:** @AstivaAi - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ecd857b2a8b17a37c0329793afeabe353c866de2e4662c3e28c3cf884be70f51&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fastiva-ai&secure%5Burl_type%5D=linkedin_company_website) 3 employees on LinkedIn® - **Ownership:** Satish K - **Phone:** 9015897046 ### [Cognee](https://www.g2.com/products/cognee/reviews) cognee helps you create a GraphRAG and supports Vector Stores, Graph stores, and various LLM providers #### Who Is the Company Behind Cognee? - **Seller:** [Topoteretes](https://www.g2.com/sellers/topoteretes) - **Year Founded:** 2023 - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9b2d7b4d6481cff52f8386dd8e87b1c054f073bb106baf38c8e536164c25d3c2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftopoteretes-ug%2F&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® ### [DataLens](https://www.g2.com/products/datalens/reviews) DataLens is a 360° AI based data intelligence platform that leverages AI to analyze data from disparate sources and generate detailed reports with illustrative visualizations. The platform can analyze vast datasets instantly and provide insightful AI-assisted suggestions and actionable recommendations that could reveal potential revenue-generating opportunities and data blind spots. Unlike legacy data analytics platforms and manual data interpretation, which take a tremendous amount of time and manual effort, DataLens instantly analyzes the datasets and generates comprehensive reports without risking data loss or compromising on data quality. DataLens makes information retrieval seamless by helping users interact directly with their data and retrieve required data points as and when necessary, with prompts in natural language. DataLens ensures end-to-end data security and privacy at rest as the platform does not store data anywhere, and organizations or individuals can choose to delete their data in their own time. This best data intelligence platform also supports users sharing their data with others and assigning their access levels, making it the perfect data intelligence platform for teams of all sizes! **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### Who Is the Company Behind DataLens? - **Seller:** [Travancore Analytics](https://www.g2.com/sellers/travancore-analytics) - **Year Founded:** 2007 - **HQ Location:** Tracy, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=23856baad1fb61560daae53d12a35c7a0465247d00d36fa0e5e426af931f79c1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftravancore-analytics&secure%5Burl_type%5D=linkedin_company_website) 225 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of DataLens? **["Simple and Effective Tool for Data Visualization"](https://www.g2.com/survey_responses/datalens-review-13042913)** **Rating:** 5.0/5.0 stars _— Bnar K._ [Read full review](https://www.g2.com/survey_responses/datalens-review-13042913) ### [ELECTE](https://www.g2.com/products/electe-electe/reviews) ELECTE is an AI-powered financial analytics and forecasting platform built for SMEs, and growing companies. It helps teams automate financial analysis, monitor cash flow, build forecasts, and create reports without relying on large finance teams or external consultants. The platform connects with more than 70 business tools and data sources, including QuickBooks, Xero, SAP, and Google Sheets. Instead of manually collecting and organizing data across systems, companies can centralize their financial information and get real-time insights in one place. ELECTE is designed to simplify everyday financial operations. Teams can track performance, monitor key metrics, and generate forecasts faster, with less manual work involved. Visual dashboards and automated reporting make it easier to understand financial data and share updates across departments, leadership teams, or investors. The platform also includes an autonomous AI agent that supports recurring operational tasks. This agent can automate reporting, monitor competitors and market activity, identify changes in business performance, and help optimize workflows. This allows teams to spend less time on repetitive processes and more time on analysis, planning, and decision-making. ELECTE is used by companies that need better financial visibility while continuing to scale. The platform supports budgeting, financial planning, fundraising preparation, scenario modeling, and ongoing operational analysis through automated and real-time reporting. Businesses can identify trends earlier, react faster to changes, and improve internal reporting processes without adding unnecessary operational complexity. By combining financial analytics, forecasting, automation, and AI-driven workflows in a single platform, ELECTE helps businesses work with their data more efficiently and make faster, more informed decisions. The platform is built for teams that want practical financial tools that are easy to use, flexible to integrate, and designed to support long-term business growth. #### Who Is the Company Behind ELECTE? - **Seller:** [Electe](https://www.g2.com/sellers/electe-3ba72783-44e7-472e-844b-e48bedc6c323) - **Year Founded:** 2023 - **HQ Location:** Milan, IT - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=37e78b2395e4a3ed3c821ba969d09f5365ec74ce86bd416a8ccc7f96951d489b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Felecte%2F&secure%5Burl_type%5D=linkedin_company_website) 4 employees on LinkedIn® ### [Fetch Hive](https://www.g2.com/products/fetch-hive/reviews) Fetch Hive is an all-in-one Generative AI Collaboration Platform packed with features and tools that save you time and increase productivity: Generative AI Prompt Management: The platform helps in building and managing AI prompts, enabling users to refine and achieve desired outputs efficiently. AI Workflows: Integrate the latest AI tools such as prompting and Agents, alongside your existing tools like Google Search, Website Scraping and more, to create quality, relatable content. Custom RAG Chat Agents: Users can create chat agents with retrieval-augmented generation, which improves response quality and relevance. Centralized Data Storage: It provides a system for easily accessing and managing all necessary data for AI model training and deployment. Real-Time Data Integration: By incorporating real-time data from Google Search, Fetch Hive enhances workflows with up-to-date information, boosting decision-making and productivity. Fetch Hive is a comprehensive solution for those looking to develop and manage generative AI projects effectively, optimizing interactions with advanced features and streamlined workflows. #### Who Is the Company Behind Fetch Hive? - **Seller:** [Fetch Hive](https://www.g2.com/sellers/fetch-hive) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=19294814dd960c49a937b4daf432a40feeb96e47d2d066b75599100949fb25d7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffetchhive&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® ### [Health Links AI](https://www.g2.com/products/health-links-ai/reviews) HealthLinks AI empowers healthcare organizations to profitably transition from fee-for-service to value-based care. Our AI-driven platform transforms raw clinical, operational, and financial data—structured and unstructured—into actionable insights that help providers both maximize revenue and prevent disease. Key Solutions • HLAI for Skilled Nursing: Reduces hospitalizations by accurately predicting the five leading causes of avoidable admissions. • HLAI for Integrated Delivery Networks & Practices: Optimizes clinical workflows and boosts both fee-for-service efficiency and value-based performance. Impact HealthLinks AI improves patient outcomes, enhances financial results, and reduces staff workload—all with minimal IT footprint and seamless integration into existing systems. #### Who Is the Company Behind Health Links AI? - **Seller:** [Lavaa](https://www.g2.com/sellers/lavaa) - **Year Founded:** 2021 - **HQ Location:** New York, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a03651b6889d8a9998b4a243742d2c3a9c4923f9f7342c591a7a68b3536bc6f3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flavaa%2F&secure%5Burl_type%5D=linkedin_company_website) 17 employees on LinkedIn® ### [Inferyx](https://www.g2.com/products/inferyx/reviews) Inferyx unifies the entire data journey from cataloging and engineering to analytics and governance under one intelligent framework. Inferyx simplifies how data teams discover, govern, and operationalize insights - enabling faster time-to-value and trusted analytics at scale. #### Who Is the Company Behind Inferyx? - **Seller:** [Inferyx](https://www.g2.com/sellers/inferyx) - **Year Founded:** 2017 - **HQ Location:** New York, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dc785c5f1d96f4e31d4aca84364b4ab6afcbdf4ea043b0481dc05780e3e93f50&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finferyx%2F&secure%5Burl_type%5D=linkedin_company_website) 47 employees on LinkedIn® ### [iTuring.ai](https://www.g2.com/products/ituring-ai/reviews) iTuring.ai is an enterprise-grade AI/ML zero-code platform that automates end-to-end AI/ML lifecycle from Data to Decision, along with complete governance and ethicality. It is specifically tailored for the BFSI sector, not limited to banks and insurers. Founded in 2018 by Suman Kumar Singh, Amit Kumar, Mohammed Nawas M P and ably supported by Srivalsan Ponnachath in the US and Bryan McLachlan in South Africa, iTuring.ai enables financial institutions to build, govern, and operationalize AI with a transparent, audit-ready framework. It truly empowers financial institutions to automate the full lifecycle of AI model development, deployment, and governance. The platform integrates automation for data preparation, feature engineering, model deployment, and monitoring in a unified, compliance-ready environment. With its unique blend of explainability and scalability, iTuring is helping financial organizations navigate complex regulatory landscapes while cutting down manual effort and speeding up AI deployment cycles. **Average Rating:** 3.8/5.0 **Total Reviews:** 2 #### Who Is the Company Behind iTuring.ai? - **Seller:** [iTuring.ai (Formerly known as CyborgIntell)](https://www.g2.com/sellers/ituring-ai-formerly-known-as-cyborgintell) - **Year Founded:** 2018 - **HQ Location:** Bengaluru South, IN - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8611a4e51cb48324c8c4f923ca4572431adc4705749ebe114d2d0d5aef52faf2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcyborgintell&secure%5Burl_type%5D=linkedin_company_website) 40 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 50% Small #### What Do G2 Reviewers Say About iTuring.ai? _AI-generated summary from verified user reviews_ ##### Pros - Users find iTuring.ai to be **very easy to use** , enabling organizations to create and deploy machine learning models effortlessly. - Users find iTuring.ai's interface to be **very easy to use** , enabling all organizations to deploy machine learning models effortlessly. - Users find the **ease of use** of iTuring.ai allows organizations to easily develop machine learning models without expertise. ##### Cons - Users find the **missing audit features** in iTuring.ai limiting for thorough model evaluation. #### What Are Recent G2 Reviews of iTuring.ai? **["Develop ML model easily with high accuracy"](https://www.g2.com/survey_responses/ituring-ai-review-8213062)** **Rating:** 5.0/5.0 stars _— Narendra Pal S._ [Read full review](https://www.g2.com/survey_responses/ituring-ai-review-8213062) ### [MindsDB](https://www.g2.com/products/mindsdb/reviews) MindsDB is an AI data solution that enables humans, AI, agents, and applications to query data in natural language and SQL, and get highly accurate answers across disparate data sources and types. MindsDB connects to diverse data sources and applications, and unifies petabyte-scale structured and unstructured data. Powered by an industry-first cognitive engine that can operate anywhere (on-prem, VPC, serverless), it empowers both humans and AI with highly informed decision-making capabilities. MindsDB has two AI solutions, the Minds Enterprise and MindsDB Open Source. Our Value Pillars: - Connect to a wide range of data sources and applications using a single interface and language using the Federated query engine. - MindsDB's Knowledge Base unifies and makes sense of structured and unstructured data. - Minds "Cognition" understands, plans, finds, and retrieves the best data to respond to questions while offering full transparency of their thoughts and user actions to IT/operators. Making Enterprise Data Intelligent and Responsive for AI. **Average Rating:** 3.5/5.0 **Total Reviews:** 1 #### Who Is the Company Behind MindsDB? - **Seller:** [MindsDB](https://www.g2.com/sellers/mindsdb) - **Year Founded:** 2017 - **HQ Location:** Berkeley, US - **Twitter:** @MindsDB 77,507 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8957918550e6500bd88ed42fa9268db2f98f33cb2b9d6592cd2c82c275af5529&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmindsdb%2F&secure%5Burl_type%5D=linkedin_company_website) 47 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About MindsDB? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **coding ease** of MindsDB, enabling fast and accessible machine learning without extensive coding knowledge. - Users appreciate the **ease of use** of MindsDB, enabling fast and accessible predictive analytics with minimal coding. - Users value the **simplicity of machine learning** with MindsDB, enjoying fast predictive analytics directly from databases. - Users appreciate the **powerful integration** of MindsDB, enabling quick predictive analytics with minimal coding effort. - Users value the **ease of predictive modeling** with MindsDB, making machine learning accessible without heavy coding. ##### Cons - Users find the **learning curve steep** due to limited setup options and the need for technical expertise. - Users find **limited customization** options in MindsDB, making it challenging for complex use cases without technical expertise. - Users find the **required knowledge** for advanced customization somewhat daunting, limiting the setup for complex use cases. - [‹ Prev‹ Prev](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=4#product-list) - [1](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score#product-list) - [2](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=2#product-list) - [3](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=3#product-list) - [4](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=4#product-list) - 5 - [6](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=6#product-list) - [Next ›Next ›](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=6#product-list) Spotlight Categories [Digital Adoption Platforms](https://www.g2.com/categories/digital-adoption-platform) [Cloud Content Collaboration Software](https://www.g2.com/categories/cloud-content-collaboration) [AI Sales Assistant Software](https://www.g2.com/categories/ai-sales-assistant) [Event Management Platforms](https://www.g2.com/categories/event-management-platforms) [Communication Platform as a Service (cPaaS) Platforms](https://www.g2.com/categories/communication-platform-as-a-service) Similar Categories - [Active Learning Tools](/categories/active-learning-tools) - [Agentic AI](/categories/agentic-ai) - [AI Avatar Generators](/categories/ai-avatar-generators) - [AI Gateways](/categories/ai-gateways) - [AI Governance Tools](/categories/ai-governance-tools) - [AI Note-Taking Software](/categories/ai-note-taking-software) - [AI Orchestration](/categories/ai-orchestration) - [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools) - [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools) - [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools) - [AI Security Solutions](/categories/ai-security-solutions) - [AI Storyboard Generators](/categories/ai-storyboard-generators) - [AI Voice Assistants](/categories/ai-voice-assistants) - [AI Voice Dictation](/categories/ai-voice-dictation) - [AI Writing Assistant](/categories/ai-writing-assistant) [Browse Data Science and Machine Learning Platforms Themes](/categories/data-science-and-machine-learning-platforms/themes)