Alternatives to Strategy Mosaic

dbt Labs is redefining how data teams work with SQL. Instead of waiting on complex ETL processes, dbt lets data analysts and data engineers build production-ready transformations directly in the warehouse, using code, version control, and CI/CD. This community-driven approach puts power back in the hands of practitioners while maintaining governance and scalability for enterprise use. With a rapidly growing open-source community and an enterprise-grade cloud platform, dbt is at the heart of the modern data stack. It’s the go-to solution for teams who want faster analytics, higher quality data, and the confidence that comes from transparent, testable transformations.

Accelerate your data journey with AnalyticsCreator—a metadata-driven data warehouse automation solution purpose-built for the Microsoft data ecosystem. AnalyticsCreator simplifies the design, development, and deployment of modern data architectures, including dimensional models, data marts, data vaults, or blended modeling approaches tailored to your business needs. Seamlessly integrate with Microsoft SQL Server, Azure Synapse Analytics, Microsoft Fabric (including OneLake and SQL Endpoint Lakehouse environments), and Power BI. AnalyticsCreator automates ELT pipeline creation, data modeling, historization, and semantic layer generation—helping reduce tool sprawl and minimizing manual SQL coding. Designed to support CI/CD pipelines, AnalyticsCreator connects easily with Azure DevOps and GitHub for version-controlled deployments across development, test, and production environments. This ensures faster, error-free releases while maintaining governance and control across your entire data engineering workflow. Key features include automated documentation, end-to-end data lineage tracking, and adaptive schema evolution—enabling teams to manage change, reduce risk, and maintain auditability at scale. AnalyticsCreator empowers agile data engineering by enabling rapid prototyping and production-grade deployments for Microsoft-centric data initiatives. By eliminating repetitive manual tasks and deployment risks, AnalyticsCreator allows your team to focus on delivering actionable business insights—accelerating time-to-value for your data products and analytics initiatives.

Kyvos is a semantic layer for AI and BI. It gives organizations a single, consistent, business-friendly view of their entire data estate. By standardizing how data is defined and understood, Kyvos eliminates metric drift across BI tools and ensures that LLMs and AI agents work with governed business semantics rather than raw tables. Kyvos also delivers lightning-fast analytics at massive scale and high concurrency — including granular multidimensional analysis on the cloud — without the sluggish query times and escalating cloud costs that typically come with it. What Kyvos Solves? Organizations today operate across multiple data platforms, analytics tools, and AI interfaces. Without a unified semantic foundation, the same business question can return different answers depending on the tool, query logic, or dataset used. And as data volumes grow into billions of rows, querying the full breadth and depth of an organization's data becomes slow and expensive — forcing teams to work with limited slices rather than the complete picture. Kyvos addresses both by creating a universal semantic layer across the data estate — standardizing how business data is defined and understood — while delivering high-performance analytics that remain fast and cost-efficient regardless of data scale and user concurrency. The result is “one view, one meaning, one truth” of enterprise data, while delivering fast, scalable analytics across LLMs, AI agents and BI tools.

Cube serves as a comprehensive platform that establishes a universal semantic layer aimed at streamlining and consolidating the management and analysis of enterprise data. By revolutionizing data management practices, Cube removes the challenges associated with inconsistent models and metrics, thereby providing users with reliable data that is also primed for AI applications. This innovative platform is instrumental for organizations seeking to expand their data infrastructure by harmonizing various data sources and generating uniform metrics applicable across different teams. Tailored for enterprises, Cube enhances analytical capabilities, ensures data accessibility, and facilitates effortless access to AI-driven insights. With Cube, companies can navigate the complexities of data management more effectively than ever before.

Codd AI addresses a major challenge in the analytics landscape: transforming data into a format that is genuinely suitable for business purposes. Rather than having teams dedicate weeks to the tedious tasks of manually mapping schemas, constructing models, and establishing metrics, Codd leverages generative AI to automatically generate a context-aware semantic layer that connects technical data with the language of the business. As a result, business users can pose inquiries in straightforward English and receive precise, governed responses instantly—whether through BI tools, conversational AI, or various other platforms. Additionally, with built-in governance and auditability, Codd not only accelerates the analytics process but also enhances clarity and reliability. Ultimately, this innovative approach empowers organizations to make more informed decisions based on trustworthy data insights.

CData's artificial intelligence solution revolves around Connect AI, which offers AI-enhanced connectivity features that enable real-time, governed access to enterprise data without transferring it from the original systems. Connect AI operates on a managed Model Context Protocol (MCP) platform, allowing AI assistants, agents, copilots, and embedded AI applications to directly access and query over 300 data sources, including CRM, ERP, databases, and APIs, while fully comprehending the semantics and relationships of the data. The platform guarantees the enforcement of source system authentication, adheres to existing role-based permissions, and ensures that AI operations—both reading and writing—comply with governance and auditing standards. Furthermore, it facilitates capabilities such as query pushdown, parallel paging, bulk read/write functions, and streaming for extensive datasets, in addition to enabling cross-source reasoning through a cohesive semantic layer. Moreover, CData's "Talk to your Data" feature synergizes with its Virtuality offering, permitting users to engage in conversational interactions to retrieve BI insights and generate reports efficiently. This integration not only enhances user experience but also streamlines data accessibility across the enterprise.

The intelligent semantic layer merges data with its business context and interconnections, consolidates metrics, and speeds up the production of data products by allowing for SQL queries that are 90% shorter. Users can easily model the data using familiar business terminology, creating a shared understanding and aligning the metrics with business objectives. By defining semantic relationships that replace traditional JOIN operations, queries become significantly more straightforward. Hierarchies and classifications are utilized to enhance data comprehension. The system automatically aligns data with the semantic model, enabling the integration of various data sources through a robust distributed SQL engine that supports large-scale querying. Data can be accessed as an interconnected semantic graph, improving performance while reducing computing expenses through an advanced caching engine and materialized views. Users gain from sophisticated query optimization techniques. Additionally, Timbr allows connectivity to a wide range of cloud services, data lakes, data warehouses, databases, and diverse file formats, ensuring a seamless experience with your data sources. When executing a query, Timbr not only optimizes it but also efficiently delegates the task to the backend for improved processing. This comprehensive approach ensures that users can work with their data more effectively and with greater agility.

SAP Business Data Cloud serves as a comprehensive managed SaaS solution that integrates and governs all data from SAP while effortlessly linking to external data sources, thus equipping business leaders with essential context for making significant decisions. This platform features critical data products that ensure access to SAP information across vital business operations in a well-regulated and contextual manner, which helps to mitigate the significant expenses tied to data extraction and duplication. As a premier data platform, it facilitates the seamless integration of all SAP and external data in partnership with Databricks, offering robust insight applications that enhance advanced analytics and strategic planning across multiple business sectors. By synchronizing all essential data within a collaborative open data environment and utilizing a strong semantic layer, SAP Business Data Cloud delivers exceptional business insights. Additionally, this system not only enhances decision-making but also drives innovation by making advanced data capabilities accessible to various departments.

Data engineers and scientists can be 95% better at their jobs with ready access to the most flexible semantic layer, explainable AI and reusable data modelling. They can create and expand semantic models, understand data interrelationships, and run federated query to speed up time to insight. Stardog's graph data virtualization and high performance graph database are the best available -- at a price that is up to 57x less than competitors -- to connect any data source, warehouse, or enterprise data lakehouse without copying or moving data. Scale users and use cases at a lower infrastructure cost. Stardog's intelligent inference engine applies expert knowledge dynamically at query times to uncover hidden patterns and unexpected insights in relationships that lead to better data-informed business decisions and outcomes.

SAP Datasphere serves as a cohesive data experience platform within the SAP Business Data Cloud, aimed at delivering smooth and scalable access to essential business data. By integrating information from both SAP and non-SAP systems, it harmonizes various data environments, facilitating quicker and more precise decision-making. The platform features capabilities such as data federation, cataloging, semantic modeling, and real-time data integration, ensuring organizations maintain consistent and contextualized data across both hybrid and cloud settings. Furthermore, SAP Datasphere streamlines data management by retaining business context and logic, thus providing an all-encompassing view of data that not only drives innovation but also optimizes business processes. This integration ultimately empowers businesses to leverage their data more effectively in an increasingly competitive landscape.

The platform organizes BI tools and semantic layers, documents data utilizing dbt, and incorporates OpenAI and language models to facilitate self-service advanced analytics. Through TextQL, users without a technical background can effortlessly interact with data by posing queries within their familiar work environments (such as Slack, Teams, or email) and receive prompt and secure automated responses. Additionally, the platform employs NLP and semantic layers, including the dbt Labs semantic layer, to deliver sensible solutions. TextQL enhances the question-to-answer workflow by seamlessly transitioning to human analysts when necessary, significantly streamlining the entire process with AI assistance. At TextQL, we are dedicated to enabling business teams to find the data they need in under a minute. To achieve this goal, we assist data teams in uncovering and creating documentation for their datasets, ensuring that business teams can rely on the accuracy and timeliness of their reports. Ultimately, our commitment to user-friendly data access transforms the way organizations utilize their information resources.

Mosaic represents the innovative approach to managing data as an art form. With our Mosaic suite of data products, you can construct a comprehensive view of your data landscape. Mosaic equips you with reliable tools that enhance how you identify, assess, and visualize valuable insights. Delve into each product within the Mosaic collection to uncover the harmonious ways in which these elements can seamlessly unite. Mosaic Insights serves as a robust framework for securely moving, aggregating, and publishing sensitive information within a protected subscription-based environment. Meanwhile, Mosaic DART stands out as the fastest software available for effortlessly transferring data and its structures. Additionally, Mosaic SD NVMe offers an exceptionally high-performance, pre-calibrated data solution that can easily expand and adapt as your needs evolve. Our database architecture synergizes compute, storage, networking, and specialized software, delivering the most economical and scalable solution for modernizing database infrastructures. With Mosaic, discover the ultimate synergy in data management that empowers organizations to thrive in an increasingly data-driven world.

DataGalaxy is redefining how organizations govern and activate their data through a single, collaborative platform built for both business and technical teams. Its data and analytics governance solution provides the visibility, control, and alignment needed to transform data into a true business asset. The platform unites automated data cataloging, AI-driven lineage, and value-based prioritization to ensure every initiative is intentional and measurable. With features like the strategy cockpit and value tracking center, organizations can connect business objectives to actionable data outcomes and monitor ROI in real time. Over 70 native connectors integrate seamlessly with tools like Snowflake, Azure Synapse, Databricks, Power BI, and HubSpot, breaking down data silos across hybrid environments. DataGalaxy also embeds AI-powered assistants and compliance automation for frameworks like GDPR, HIPAA, and SOC 2, making governance intuitive and secure. Trusted by global enterprises including Airbus and Bank of China, the platform is both scalable and enterprise-ready. By blending data discovery, collaboration, and security, DataGalaxy helps organizations move from reactive governance to proactive value creation.

Connecting every data source with analytics services on a single AI-powered platform will transform how people access, manage, and act on data and insights. All your data. All your teams. All your teams in one place. Create an open, lake-centric hub to help data engineers connect data from various sources and curate it. This will eliminate sprawl and create custom views for all. Accelerate analysis through the development of AI models without moving data. This reduces the time needed by data scientists to deliver value. Microsoft Teams, Microsoft Excel, and Microsoft Teams are all great tools to help your team innovate faster. Connect people and data responsibly with an open, scalable solution. This solution gives data stewards more control, thanks to its built-in security, compliance, and governance.

Unmatched speed to market for embeddable charts, dashboards, and graphs GoodData's self service analytics user interface allows business users to create their own dashboards and visualizations in order to get the insights they want. Scaling your business doesn't require you to pay per user. Additionally, your organization's data volume will increase, which will allow you to improve your analytics without affecting your performance. GoodData provides the foundation for flexible data connections and transformation. Advanced data modeling and semantics guarantee integrity and accuracy for each metric. Our platform is secure at all levels, from multi-tenant architectures to regulatory compliance. Avoid common misunderstandings when building a SaaS product that includes embedded analytics. Learn about how analytics integration works in applications and the essential features.

Mosaic from Cenevo is the leading sample management solution for life sciences, supporting organizations across pharmaceuticals, biopharma, agroscience, CROs, and not-for-profits. It centralizes the tracking, storage, and handling of diverse biological and chemical samples—including compounds, reagents, cell lines, DNA, proteins, and tissues—within a secure, auditable system. Built on over 20 years of domain expertise, Mosaic replaces manual tracking and disconnected tools with automated workflows that enhance data accuracy, reproducibility, and regulatory compliance. Its robust audit trails and sample histories allow labs to confidently trace experiments, ensuring transparency for both research and client communications. The platform integrates seamlessly with leading laboratory instruments, robotics, and informatics systems to support high-throughput environments. With over 150 global implementations and more than one billion samples managed, Mosaic is trusted by small biotech labs and large pharmaceutical enterprises alike. Its flexible modular architecture and mobile compatibility provide scalability for both evolving and enterprise-scale operations. Mosaic empowers laboratories to optimize efficiency, reduce errors, and make data-driven decisions with confidence.

Collections MOSAiC serves as a user-friendly management system designed for collections, making it accessible to everyone due to its affordability while offering the sophistication needed by the most discerning users, and flexibility to accommodate collections of any dimension. The system provides fully searchable data along with built-in and customizable reporting and data export options. It comes pre-loaded with standard validation lists from the industry, but can also be tailored to meet individual needs. Although an internet connection is not mandatory, having one allows for the easy uploading of your collection data for public access or for your staff. You can upload a version of your data to either MOSAiC Online or MOSAiC Web, allowing you to showcase your collection to a broader audience. Additionally, the MOSAiC Web add-on is bundled with every purchase of Collections MOSAiC 11, simplifying the process of taking your collection online. Free fully-functional evaluation packs are also available for users to try. Currently, the widely-used Collections MOSAiC system has been successfully implemented in over 650 locations across Australasia, demonstrating its popularity and reliability. This extensive reach highlights the system's capability to meet diverse collection needs across various institutions.

Beye is an innovative generative business intelligence platform designed to rapidly process and cleanse raw data from various sources like spreadsheets, ERPs, and cloud applications, creating cohesive and AI-enhanced data environments in a matter of weeks instead of months. Its generative BI agent automatically constructs your initial data model and introductory dashboards tailored to your specific needs, utilizing metadata, semantic layers, and measures while eliminating the need for manual data preparation. Users at all levels, from business personnel to executives, can pose inquiries in straightforward English without requiring knowledge of SQL or navigating complex dashboards, gaining immediate access to detailed analytics, contextual insights, and explanations of underlying causes with verifiable queries. Furthermore, Beye integrates flawlessly with platforms such as SAP, Snowflake, Salesforce, and NetSuite, among more than 50 other data sources, enabling collaborative features and personalized metrics while ensuring the reliability of responses through AI-powered workflows. Ultimately, Beye empowers organizations to make data-driven decisions more efficiently and confidently.

Montage Maker transforms images into stunning mosaic photographs, allowing users to convert both JPEG and PNG files. The software offers a variety of photo mosaic styles, including photo mosaic, tile mosaic, and shape mosaic, among others. Additionally, users can create photo montages in specific shapes using customizable templates. You have the option to enhance your mosaics with unique frames or select from various mosaic modes to achieve the perfect look. The program supports both tile and interlace modes, making it easy to attain your desired visual effect. It carefully applies minimal colorization to ensure that the final product closely resembles the original image while strategically arranging the tile images for the best outcome. Moreover, you have the flexibility to eliminate the color matching feature, allowing for a shape montage in any color scheme you prefer. To experience all these features, simply download the demo version and start creating unique mosaics. It's an excellent way to unleash your creativity and produce personalized artwork.

AtScale streamlines and speeds up business intelligence processes, leading to quicker insights, improved decision-making, and enhanced returns on your cloud analytics investments. It removes the need for tedious data engineering tasks, such as gathering, maintaining, and preparing data for analysis. By centralizing business definitions, AtScale ensures that KPI reporting remains consistent across various BI tools. The platform not only accelerates the time it takes to gain insights from data but also optimizes the management of cloud computing expenses. Additionally, it allows organizations to utilize their existing data security protocols for analytics, regardless of where the data is stored. AtScale’s Insights workbooks and models enable users to conduct Cloud OLAP multidimensional analysis on datasets sourced from numerous providers without the requirement for data preparation or engineering. With user-friendly built-in dimensions and measures, businesses can swiftly extract valuable insights that inform their strategic decisions, enhancing their overall operational efficiency. This capability empowers teams to focus on analysis rather than data handling, leading to sustained growth and innovation.

Through our semantic layer and sophisticated data enrichment everyone becomes an expert sourcing specialist. We find what you mean, not just what you type, making it easy to discover the best talent or jobs. Plus, our powerful matching engine, integrated into your ATS, CRM, Internal Mobility or Talent Management platform, automatically transforms a job posting or candidate into a comprehensive search query providing results with a shortlist of promising candidates or jobs. Our matching accuracy is the game-changer as it provides results you can rely on!

Mosaic facilitates digital interactions through various channels, whether managed by our specialists or utilized independently. Implement once and access everywhere. With Mosaic, your customers can seamlessly automate their conversations with your brand using advanced virtual assistants. Our enterprise-level performance is grounded in deep industry knowledge, catering to businesses of all sizes and sectors. Whether for inbound or outbound communication via voice, text, social media, or email, the cloud-based technology ensures rapid and straightforward activation, allowing you to get started swiftly. Mosaic crafts tailored and effortless experiences for your clients when they reach out to you, akin to having your most proficient employee engaged in every conversation to address inquiries and support transactions. We offer lifecycle managed services through a collaborative and practical method to ensure the effective delivery of Mosaic. Our dedicated Intrado Success Coaches play a crucial role in maintaining and updating the software with the latest controls and capabilities, while also incorporating the best practices in the market to enhance performance and user satisfaction. This comprehensive support further solidifies Mosaic's commitment to excellence in customer engagement.

Revolutionize your organization with the top-tier online image management platform offered by Mosaic, designed to be user-friendly and feature-rich. With this solution, all your essential digital assets are securely stored and easily accessible online at any time, eliminating the need for complicated software. Thanks to Mosaic's robust search capabilities, you will never have to worry about losing an image or document again. Boost interoffice workflows and effortlessly share resources with clients and suppliers using a single, cohesive solution. You can conveniently scale and download images in the specific format and size that suits your needs. Mosaic's Digital Asset Management (DAM) software accommodates a wide range of digital formats, including photos, logos, brand guidelines, product images, design templates, PDFs, videos, and music. By empowering users to control their digital assets, Mosaic ensures that those who invest in these resources can access them easily. Additionally, the platform's secure and searchable online environment allows for customer-defined categories and keywords, creating a logical and organized storage system for future retrieval. Users can customize search criteria to match their desired level of complexity, making the asset management process even more efficient. This flexibility highlights the adaptability of Mosaic, catering specifically to the unique needs of each organization.

MetaCenter allows both business and technology departments to systematically organize and categorize the information resources of an organization. Through this platform, users can independently inquire about their data assets and understand the movement of data within the business, as well as determine the appropriate usage classifications. This capability helps organizations minimize expenses while enhancing flexibility and mitigating operational risks. The search-based semantic layer facilitates the automatic cross-referencing of models. Additionally, tailored Faceted Views for specific data assets can be made accessible to distinct roles within the organization. The lower total cost of ownership combined with increased automation results in a superior return on investment when compared to rival solutions. Moreover, the intuitive, GUI-driven customization allows for quick application adaptations without the need for programming expertise or professional services, making it highly user-friendly. Ultimately, this empowers teams to respond swiftly to changing business needs and enhances overall productivity.

Kater is designed specifically for both data experts and those curious about data. It ensures that all structured data products are readily accessible to anyone with a query, even if they have no experience with SQL. Kater's mission is to unify data ownership across various departments within your organization. Meanwhile, Butler securely interfaces with your data warehouse's metadata and elements, facilitating coding, data exploration, and much more. Enhance your data for artificial intelligence through features like automatic intelligent labeling, categorization, and data curation. Our services assist you in establishing your semantic layer, metric layer, and comprehensive documentation. Additionally, validated responses are compiled in the query bank to deliver smarter and more precise answers, enhancing the overall data experience. This holistic approach empowers users to leverage data more effectively across all business functions.

Dremio provides lightning-fast queries as well as a self-service semantic layer directly to your data lake storage. No data moving to proprietary data warehouses, and no cubes, aggregation tables, or extracts. Data architects have flexibility and control, while data consumers have self-service. Apache Arrow and Dremio technologies such as Data Reflections, Columnar Cloud Cache(C3), and Predictive Pipelining combine to make it easy to query your data lake storage. An abstraction layer allows IT to apply security and business meaning while allowing analysts and data scientists access data to explore it and create new virtual datasets. Dremio's semantic layers is an integrated searchable catalog that indexes all your metadata so business users can make sense of your data. The semantic layer is made up of virtual datasets and spaces, which are all searchable and indexed.

Accelerate your data-driven decision-making by tenfold with self-service analytics that seamlessly integrates your databases and data warehouses in a single platform, including options like Postgres, MySQL, Snowflake, and BigQuery. Brewit simplifies the process by generating SQL queries and suggesting charts based on your specific data inquiries, while also allowing in-depth analysis. Engage in a conversation with your database, visualize findings, and conduct thorough analyses. With a built-in data catalog, you can guarantee the accuracy and reliability of your answers. An automated semantic layer ensures that Brewit applies the correct business logic in its responses. Managing your data catalog and data dictionary is straightforward, and creating an attractive report is as simple as crafting a document. A narrative brings your data to life, and our Notion-style notebook editor lets you effortlessly compile reports and dashboards, transforming raw data into valuable insights. Furthermore, all organized data products are accessible to anyone with a data-related query, making it easy for users of all technical backgrounds to engage with the information. In this way, Brewit democratizes data accessibility and empowers all users to utilize insights effectively.

Phoenix serves as a comprehensive open-source observability toolkit tailored for experimentation, evaluation, and troubleshooting purposes. It empowers AI engineers and data scientists to swiftly visualize their datasets, assess performance metrics, identify problems, and export relevant data for enhancements. Developed by Arize AI, the creators of a leading AI observability platform, alongside a dedicated group of core contributors, Phoenix is compatible with OpenTelemetry and OpenInference instrumentation standards. The primary package is known as arize-phoenix, and several auxiliary packages cater to specialized applications. Furthermore, our semantic layer enhances LLM telemetry within OpenTelemetry, facilitating the automatic instrumentation of widely-used packages. This versatile library supports tracing for AI applications, allowing for both manual instrumentation and seamless integrations with tools like LlamaIndex, Langchain, and OpenAI. By employing LLM tracing, Phoenix meticulously logs the routes taken by requests as they navigate through various stages or components of an LLM application, thus providing a clearer understanding of system performance and potential bottlenecks. Ultimately, Phoenix aims to streamline the development process, enabling users to maximize the efficiency and reliability of their AI solutions.

Personalized data insights and proactive nudges are tailored for every user based on their unique usage patterns, employing automated heuristic guidelines, updated data, and learnings from user cohorts. The semantic framework is specifically adjusted to align with the unique terminologies and nomenclatures used by different organizations. While generating responses, the individual roles and preferences of users are taken into account, ensuring relevance and utility. Advanced modules are designed to address various scenarios such as how, why, and so what, providing comprehensive insights. A single subscription caters to the entire organization, effectively driving the movement towards data democratization. Beagle serves as your dedicated data assistant, providing timely updates and alerts directly to your message inbox. With its integrated self-service features, Beagle significantly lowers the total cost of ownership for organizations. Moreover, it seamlessly integrates with other dashboards, thereby amplifying their functionality and expanding their influence within the organization. This collaborative approach fosters a culture of data-driven decision-making throughout the team.

Mosaic, an AI-powered resource management and workforce management solution, increases productivity and profitability. It integrates with most financial and project management software to automatically collect data and show who is doing what and when. The software allows teams to accurately forecast and bill, manage their capacity effectively, and plan their workloads. Mosaic helps organizations get rid of clunky spreadsheets. It gives them the real big picture. Get started today with a 30-day free trial.

When deployed as an on-premises server, SQL Server Analysis Services provides comprehensive support for various model types, including tabular models at all compatibility levels based on the version, multidimensional models, data mining capabilities, and Power Pivot features for SharePoint. The standard process for implementation involves setting up a SQL Server Analysis Services instance, designing either a tabular or multidimensional data model, deploying this model as a database to the server instance, processing it to populate with data, and configuring user permissions to facilitate data access. Once the setup is complete, client applications that are compatible with Analysis Services can easily utilize the data model as a source. These models typically gather data from external systems, primarily from data warehouses utilizing either SQL Server or Oracle relational database engines, though tabular models can connect to a variety of additional data sources. This versatility makes SQL Server Analysis Services a powerful tool for analytics and business intelligence.

Mosaic offers a comprehensive commercial data management service that serves as a Single-Source-of-Truth, seamlessly integrating customer master data management with business intelligence. Pharmaceutical companies can now avoid the dilemma of selecting between the expensive and time-consuming nature of consulting engagements and the burdensome overhead associated with SaaS offerings. With Mosaic, clients benefit from personalized service and tailored solutions akin to consulting, all while enjoying the cost predictability typical of SaaS platforms. This innovative approach enables pharma firms to enhance their operational efficiency without compromising on quality or customization.

Consumers have clear desires, and they expect brands to recognize and respond to them. In order to connect with consumers effectively and outperform rivals, marketers must focus on reaching the appropriate audience with messages crafted to engage them rather than merely inform. By adopting a data-driven approach that encompasses not just demographic insights but also behavioral, lifestyle, and attitudinal factors, successful marketers can foster deeper connections with their audience. Experian’s user-friendly Mosaic® USA consumer segmentation tool, which analyzes 126 million households and encompasses 650 lifestyle and interest attributes, equips marketers to accurately identify and engage their target audience on a personal level. Mosaic categorizes the US market into 19 major segments and 71 detailed types, providing critical insights that help predict the behaviors, attitudes, and preferences of the most lucrative customers. This allows marketers to tailor their communications through preferred channels, ensuring that their messaging resonates and builds lasting relationships with consumers. Ultimately, leveraging such comprehensive data can significantly enhance brand loyalty and customer satisfaction.

Boost.space is a no-code Agentic Database built to provide AI systems and automations with real-time, structured business context. Instead of relying on disconnected tools and siloed datasets, it centralizes customer, product, and operational information into a synchronized Single Source of Truth. The platform performs continuous two-way data synchronization, keeping systems aligned and eliminating inconsistencies or outdated records. Its built-in AI Fields enrich data at scale by classifying entries, filling missing attributes, translating content, and standardizing formats. Users can power automation workflows on top of this standardized data through integrations with Make, and upcoming support for Zapier and n8n. Through MCP (Model Context Protocol), large language models can directly access live business data, retrieve computed answers, and trigger actions across connected tools. Boost.space enables AI agents to move beyond simple chat interactions and become operational decision-makers. The platform is ISO 27001 and SOC-2 compliant, ensuring enterprise-grade security and regulatory alignment. Businesses across ecommerce, sales, and marketing use it to improve data quality and scale automation without increasing headcount. By turning fragmented information into synchronized context, Boost.space enables true AI execution across the organization.

Seamlessly integrate financial information, customer insights, and third-party applications into our cohesive platform with minimal setup needed. This streamlined process allows for effortless monitoring and analysis of your business metrics, fostering well-informed decision-making and promoting growth. Our semantic layer enhances the clarity of your data, making it easily interpretable for users within the business. You will gain an all-encompassing perspective on your organization's performance, allowing you to pinpoint areas that require enhancement and improve operational efficiency. Discover trends in expenses, revenue sources, and cash flow patterns to develop a thorough understanding of your financial situation. Gain insights into customer behavior by analyzing purchasing trends and payment cycles. Moreover, keep track of essential indicators to evaluate your startup's journey and make strategic adjustments based on data insights, ultimately leading to more effective business practices. By harnessing this comprehensive data analysis, you can create a stronger foundation for future growth and success.

Dataplex Universal Catalog provides enterprise-wide visibility and governance for structured, semi-structured, and unstructured data. Its AI-powered semantic search allows users to query data in natural language, eliminating the need for complex search syntax. The platform enriches metadata with business context through glossaries, ownership attributes, and key usage details, supporting informed decision-making. It offers automated metadata ingestion, classification, and enrichment, reducing manual data management tasks. With built-in lineage tracking, organizations can trace data origins, transformations, and dependencies across multiple sources. BigQuery integration brings these governance capabilities directly into the analytics workflow, enhancing productivity. By connecting with BigLake, Dataplex extends governance to open lakehouses with Apache Iceberg and other engines. The result is a secure, scalable foundation for managing data-to-AI lifecycles across cloud-native and open-source ecosystems.

In today's competitive landscape, manufacturers face the pressing need to shorten production timelines while ensuring the delivery of superior quality products at reduced costs. By implementing streamlined production techniques, these manufacturers can respond to product demands more swiftly and economically than their rivals. The Mosaic M21 Manufacturing Software is designed to enhance operational efficiency, minimize cycle durations, cut costs, optimize resource utilization, maintain control over product quality and expenses, simplify production processes, and effectively oversee shop floor activities. This software seamlessly integrates essential manufacturing functions with components such as Customer Order Management, Inventory Management, Purchasing, Accounts Payable, Accounts Receivable, Payroll, and General Ledger, providing a comprehensive solution for manufacturing needs. Not only is the Mosaic M21 Manufacturing Software user-friendly and efficient, but it also serves as a complete stand-alone demo system for training and simulation purposes, ensuring teams are well-prepared to utilize its full potential. With these features, the software stands out as a vital tool for manufacturers aiming to thrive in a challenging market.

We are excited to present MPT-7B, the newest addition to the MosaicML Foundation Series. This transformer model has been meticulously trained from the ground up using 1 trillion tokens of diverse text and code. It is open-source and ready for commercial applications, delivering performance on par with LLaMA-7B. The training process took 9.5 days on the MosaicML platform, requiring no human input and incurring an approximate cost of $200,000. With MPT-7B, you can now train, fine-tune, and launch your own customized MPT models, whether you choose to begin with one of our provided checkpoints or start anew. To provide additional options, we are also introducing three fine-tuned variants alongside the base MPT-7B: MPT-7B-Instruct, MPT-7B-Chat, and MPT-7B-StoryWriter-65k+, the latter boasting an impressive context length of 65,000 tokens, allowing for extensive content generation. These advancements open up new possibilities for developers and researchers looking to leverage the power of transformer models in their projects.

Mosaic Vivarium is a sophisticated laboratory animal management platform aimed at assisting research institutions in centralizing and optimizing the tracking of animal resources, enhancing operational effectiveness, and adhering to regulatory standards. It features an intuitive web-based interface that enables facility managers to supervise laboratory animal assets, providing clear, self-service access to inventory and workflow information while minimizing dependence on disparate paper systems or unconnected software. The software encompasses essential features including animal ordering and tracking, census management, billing functions, and IACUC compliance, while also accommodating a variety of species, including genetically modified ones. Users can record or import genotype data, manage breeding programs with detailed pedigree information, and utilize barcode and RFID technology for cage census and tracking. Additionally, it includes cage history and per-diem tracking, task management, and work request handling, all bolstered by role-based security measures. Furthermore, Mosaic Vivarium supports seamless integration options through APIs, single sign-on capabilities, and various tools for data import and export, thereby enhancing its utility in research environments. This comprehensive solution not only simplifies the management of laboratory animals but also contributes to a more organized and efficient research process.

Access Mosaic represents a comprehensive, cloud-based solution for managing social care cases for both adults and children, offering organizations a unified platform that facilitates case recording, financial oversight, and compliance reporting. This system is engineered to alleviate administrative tasks and enhance outcomes by steering practitioners through organized workflows that adhere to legal standards while also permitting customization to suit local practices. Key features include essential modules for social care case management, mobile access tailored for field workers, a provider portal for collaboration with third-party services, and the capability to view real-time health data, which merges records from general practitioners, hospitals, and outpatient services. This integration allows practitioners to make well-informed, holistic choices regarding care pathways. Widely trusted by various UK councils, Mosaic not only interfaces smoothly with other health and social care systems but also fosters multi-agency collaboration, ensuring a cohesive understanding of individual needs. By streamlining care delivery, the system effectively minimizes paperwork and redundancy, ultimately leading to improved efficiency and better care outcomes for those it serves.

Anzo is an innovative platform for data discovery and integration that empowers users to locate, connect, and blend various enterprise data into datasets that are ready for analysis. With its distinctive application of semantics and graph data models, Anzo enables individuals across the organization—from expert data scientists to inexperienced business users—to actively participate in the data discovery and integration journey, crafting their own analytics-ready datasets in the process. The graph data models offered by Anzo create a visual representation of enterprise data, simplifying the navigation and understanding of complex and siloed information. By incorporating semantics, Anzo enriches the data with business context, allowing users to unify data according to shared definitions and create blended datasets that are tailored for immediate business needs. This democratization of data access not only fosters collaboration but also accelerates decision-making across various levels of the organization.

UNICOM System Architect stands out as a premier tool for enterprise architecture, allowing users to create and automatically produce data-informed representations of their organization's architectural framework, encompassing strategy, business structures, operational models, data, application ecosystems, supporting systems, technologies, and infrastructure. These comprehensive views come together to form a detailed mosaic that provides essential insights and analytics, enabling a clear understanding of both the current and future states of the enterprise, along with its interdependencies, potential risks, life cycles, and compliance with standards. This powerful capability allows users to pose critical questions about the architecture and gauge the quality of the responses by assessing the architecture's overall health, including identifying gaps, evaluating its age, determining the origins of its data, and tracking modifications along with their timelines. In essence, the tool not only empowers strategic decision-making but also fosters a deeper understanding of the architectural landscape and its evolution over time.

Mosaic is an exceptionally adaptable hospitality application designed for medium to large hospitality groups, allowing them to create fully branded mobile apps that enhance customer engagement, foster loyalty, and improve operational efficiency. Unlike conventional white-label solutions, it offers a modular native app framework that provides brands with greater flexibility while minimizing costs and development time associated with completely custom solutions. The application empowers businesses to oversee essential guest experiences directly within the app, including functionalities like in-app ordering, pay-at-table options, bookings, and efficient payment processing through existing gateways. Moreover, Mosaic places a strong emphasis on loyalty and personalization, featuring elements such as gamification, tailored offers, and seamless integration with loyalty platforms to help operators build stronger direct relationships with their customers. This innovative approach not only enhances user experience but also drives repeat business and long-term customer retention.

MarketMosaicPro is a comprehensive CRM solution hosted in the cloud, tailored specifically for professionals in real estate, consultancy, and service-oriented industries. This platform integrates essential features such as lead and contact management, deal tracking, automated workflows, commission oversight, expense tracking, and email marketing into one cohesive system. Users are empowered to manage property listings, categorize contacts, design automated marketing campaigns, and evaluate performance via detailed reporting dashboards. Additionally, advanced generative AI tools aid users in crafting emails, creating listing descriptions, generating social media posts, and producing newsletter content. The platform also facilitates role-based access for various team members, including Owners, Agents, Assistants, and Viewers, as well as supports task management, sends reminders, and enables seamless communication across multiple channels such as email and SMS with a Bring Your Own Technology (BYOT) approach. MarketMosaicPro is specifically designed for individual entrepreneurs and small teams who are in pursuit of a scalable solution for managing client relationships and transactions efficiently. This makes it an ideal choice for those looking to enhance their operational efficiency and increase their productivity in a competitive market.

QuickLaunch Analytics serves as an enterprise data analytics solution that empowers organizations to consolidate disparate data from various sources, such as ERP, CRM, financial, HR, and operational systems, into a cohesive, governed analytics environment, delivering quicker, actionable insights. Instead of constructing an analytics infrastructure from the ground up, it offers a Foundation Pack featuring automated data pipelines, a cloud-native data lakehouse, and Power BI semantic models, enabling seamless integration, cleansing, and governance of raw enterprise data for analytical purposes. Additionally, the platform includes Application Packs that provide pre-built, application-specific intelligence and ready-to-use semantic models customized for systems like JD Edwards, Viewpoint Vista, NetSuite, and Salesforce, effectively translating intricate data structures into easily understandable business metrics and dashboards. As a result, QuickLaunch Analytics significantly reduces the time required to gain insights from several months or years down to just weeks, all while promoting standardized metrics and reports, facilitating cross-application analysis, and enhancing self-service BI capabilities via the use of cutting-edge technologies. This approach not only streamlines data processing but also enables organizations to make data-driven decisions with greater agility and confidence.