Aspen Unscrambler vs. DataHUB+ Comparison Chart

The choice of professional researchers worldwide for user friendly, rapid analysis and production of presentation ready biplots, correspondence, mdpref and MCA maps. 64 bit program runs on PCs and MACs. Our exclusive Brand Projector I calculates and graphically displays the attribute changes necessary for brand (column) re-positioning to any point on a map. Brand Projector II allows a researcher to interactively change attributes (rows) and watch the Brand (column) move in response.

AlisQI is a modular, cloud-based Quality Management platform for process and batch manufacturers who want to reduce firefighting, improve predictability, and stay compliant by default. By bringing lab, quality, and production data together into one source of truth, AlisQI helps teams across the organization spot issues earlier, resolve them faster, and keep operations running profitably. AlisQI is built around core quality modules including Document Control, Training, Deviations, CAPA, Audits, Risk Management, Supplier Quality, SPC, and EHS, combined with out-of-the-box solutions (Solvers) that address specific quality and operational problems. Solvers work on day one and evolve as processes, products, or plants change, without custom development, consultants, or long IT projects. Manufacturers use AlisQI to standardize quality processes across sites, reduce waste and rework, improve audit readiness, and support continuous improvement.

dbt helps data teams transform raw data into trusted, analysis-ready datasets faster. With dbt, data analysts and data engineers can collaborate on version-controlled SQL models, enforce testing and documentation standards, lean on detailed metadata to troubleshoot and optimize pipelines, and deploy transformations reliably at scale. Built on modern software engineering best practices, dbt brings transparency and governance to every step of the data transformation workflow. Thousands of companies, from startups to Fortune 500 enterprises, rely on dbt to improve data quality and trust as well as drive efficiencies and reduce costs as they deliver AI-ready data across their organization. Whether you’re scaling data operations or just getting started, dbt empowers your team to move from raw data to actionable analytics with confidence.

Aizon: Intelligent GxP Manufacturing Aizon enables pharmaceutical and biotech manufacturers to transform operations with AI-powered solutions purpose-built for GxP environments. Our platform helps reduce variability, increase yield, and ensure product quality—consistently and at scale. Aizon Execute — Intelligent Batch Record (iBR): Digitize manufacturing in weeks, not months, reducing deviations and accelerating batch release. Aizon Unify — Contextualized Intelligent Lakehouse: Integrate and contextualize data across systems and sites to drive actionable insights for manufacturing excellence. Aizon Predict — GxP AI Industrialization: Deploy predictive AI to optimize critical process parameters, improve Right-First-Time rates, and boost yield. With Aizon, manufacturers move beyond compliance to achieve operational intelligence—analyzing the past, mastering the present, and shaping the future of production.

Intelex is an integrated software solution for managing Environmental, Health, Safety and Quality (EHSQ) programs. Intelex’s scalable platform is designed to store, manage and analyze EHS and Quality data in one place. The solution works on any device to meet the realities of your workplace. With Intelex, your organization can: - Drive better results in your EHSQ program by monitoring workflows to achieve top performance and gain control. - Identify trends and tendencies by setting goals to gain greater insight into your EHSQ program to enhance judgement. - Reduce incidents and administrative work by easily monitoring, managing, optimizing and drawing insights from your safety data with our user-friendly safety software solution. - Streamline air, water and waste emissions management and reporting, and track and manage environmental outputs to achieve sustainability goals. - Drive continuous quality improvement activities across multiple departments, sites or locations.

Hightouch is the leading Composable CDP and AI Decisioning platform that empowers companies to activate their data warehouse to power personalized marketing and business operations. Trusted by leading organizations like PetSmart, Warner Music Group, Chime, Aritzia, and Whoop, Hightouch enables anyone to deliver personalized customer experiences, optimize performance marketing, and move faster by leveraging data and AI across their organization. Hightouch’s Composable Customer Data Platform collects behavioral events, resolves identities into Customer 360 profiles, builds audiences, syncs data to over 200 destinations like ad platforms and CRMs, and analyzes the results of marketing campaigns— all from the cloud data warehouse.

RealEstateAPI (REAPI) is a big data as a service platform. We empower our customers with access to property data via a suite of fast, flexible APIs. Our ‘Smart API’ system delivers data and a data architecture that makes development faster and more efficient. A wide range of organizations from startups to publicly traded companies use our APIs to create SaaS products, train AI models and quickly generate insightful analytics. Customers across proptech, fintech and home services industries leverage our APIs to access physical and financial details on 159M properties nationwide. Our solutions enable companies to rapidly scale their operations while significantly reducing the risks and the costs associated with wrangling data the old school way.

Propel is a cloud-native Product Value Management platform that unifies PLM, QMS, and PIM in one connected system, giving manufacturers complete visibility and control across the entire product lifecycle. It provides a single source of truth for all product data, streamlines change management, strengthens quality and compliance processes, and accelerates time-to-market by eliminating the silos and manual steps that slow teams down. With a modern, flexible architecture and AI-driven automation, Propel helps organizations reduce errors, improve cross-functional alignment, and maintain a fully governed record of every decision, iteration, and release. From initial design through manufacturing, commercialization, and ongoing product improvements, Propel empowers companies to operate more efficiently, collaborate more effectively, and deliver innovative, high-quality products to customers faster and with greater confidence. Built for speed, clarity, and continuous innovation.

AnalyticsCreator is a metadata-driven data warehouse automation solution built specifically for teams working within the Microsoft data ecosystem. It helps organizations speed up the delivery of production-ready data products by automating the entire data engineering lifecycle—from ELT pipeline generation and dimensional modeling to historization and semantic model creation for platforms like Microsoft SQL Server, Azure Synapse Analytics, and Microsoft Fabric. By eliminating repetitive manual coding and reducing the need for multiple disconnected tools, AnalyticsCreator helps data teams reduce tool sprawl and enforce consistent modeling standards across projects. The solution includes built-in support for automated documentation, lineage tracking, schema evolution, and CI/CD integration with Azure DevOps and GitHub. Whether you’re working on data marts, data products, or full-scale enterprise data warehouses, AnalyticsCreator allows you to build faster, govern better, and deliver

Google Cloud is a cloud-based service that allows you to create anything from simple websites to complex applications for businesses of all sizes. New customers get $300 in free credits to run, test, and deploy workloads. All customers can use 25+ products for free, up to monthly usage limits. Use Google's core infrastructure, data analytics & machine learning. Secure and fully featured for all enterprises. Tap into big data to find answers faster and build better products. Grow from prototype to production to planet-scale, without having to think about capacity, reliability or performance. From virtual machines with proven price/performance advantages to a fully managed app development platform. Scalable, resilient, high performance object storage and databases for your applications. State-of-the-art software-defined networking products on Google’s private fiber network. Fully managed data warehousing, batch and stream processing, data exploration, Hadoop/Spark, and messaging.