Top Omni Alternatives

OmniOS is a server operating system that is open-source and focuses on incorporating only the most necessary features. Featuring ZFS as its native file system, it combines a volume manager with advanced data protection mechanisms that ensure integrity. Users can easily share storage volumes through various protocols, including iSCSI, CIFS, and NFS. Moreover, OmniOS provides the capability to run lightweight virtual machines, whether they're running OmniOS or Linux in containers, which helps eliminate the overhead typically associated with traditional hypervisors while maintaining effective resource management. For users who require comprehensive hardware virtualization, it also supports virtualization technologies such as bhyve and KVM, enabling the use of diverse guest operating systems like Microsoft Windows and FreeBSD. The network infrastructure can be efficiently virtualized using Crossbow, which facilitates the creation of virtual interfaces and switches, and offers the ability to assign dedicated resources for particular applications. DTrace acts as a sophisticated dynamic tracing framework that significantly aids troubleshooting across the entire software stack, providing real-time instrumentation as necessary. As an open-source initiative, OmniOS operates in a self-hosting manner, with its development actively overseen on GitHub; this platform allows contributors to submit pull requests while granting anyone interested the ability to access the source code to compile their own version. This collaborative environment not only promotes community engagement but also ensures a high level of transparency throughout the development process, encouraging contributions from a diverse range of developers.

Infor Omni-channel Campaign Management serves as a cohesive marketing database solution tailored for the strategic planning, execution, and evaluation of permission-based marketing campaigns across multiple channels. It enhances customer interaction and builds loyalty through a versatile, user-friendly platform that allows responses from any device while providing real-time insights. By crafting detailed queries and segmentation strategies based on demographic and transactional data, as well as campaign histories and model scores, you can target your audience with greater accuracy and present the most enticing offers. The solution employs advanced data mining methodologies, utilizing profiles, influences, trends, Bayes probabilities, and cluster analysis to create scoring metrics that inform decision-making. Additionally, the analytics are delivered through an intuitive interface featuring drill-down capabilities, facilitating comprehensive data exploration within an OLAP reporting framework, which enables users to effortlessly derive valuable insights. This thorough approach not only optimizes campaign management but also significantly boosts overall marketing performance, ensuring that every initiative is informed by thorough analysis. With continuous improvements and updates, the platform remains agile and responsive to evolving market demands.

Forget the complexities of intricate SQL queries and advanced programming languages; simply enter your question, and SayData will handle the rest. With its sophisticated natural language processing abilities, you can easily explore your data and uncover insights that may have escaped your notice before. Our broad selection of data visualization and analytical tools allows you to investigate your data and reveal discoveries in real time. You can also design customized dashboards and reports that showcase your data clearly, enabling quick understanding and prompt decision-making. SayData is specifically built to understand and address inquiries tailored to your distinct business requirements. Users can access a user-friendly dashboard portal, where they can log in securely and view their personalized data. Furthermore, sharing analytics is as easy as sending a link, and SayData can be smoothly integrated into your Slack workspace to enhance teamwork. We place a high priority on your data privacy, implementing top-notch security protocols and performing annual penetration tests to uphold our dedication to exceptional security. This way, you can concentrate on deriving insights without any concerns regarding data safety, knowing that your information is well-protected and secure. Ultimately, SayData is designed to streamline your data analysis experience while keeping your business needs at the forefront.

Sloped allows users to ask questions about their data and extract valuable insights using straightforward text queries. You can convert your data inquiries into attractive and easily distributable dashboards. With support for top-tier data providers and diverse visualization options, accessing your insights is only a click away, enhancing the accessibility of data analysis like never before. Additionally, this user-friendly platform empowers individuals to make informed decisions quickly and efficiently.

A comprehensive open-source platform designed for monitoring machine learning models provides extensive observability capabilities. This platform empowers users to assess, test, and manage models throughout their lifecycle, from validation to deployment. It is tailored to accommodate various data types, including tabular data, natural language processing, and large language models, appealing to both data scientists and ML engineers. With all essential tools for ensuring the dependable functioning of ML systems in production settings, it allows for an initial focus on simple ad hoc evaluations, which can later evolve into a full-scale monitoring setup. All features are seamlessly integrated within a single platform, boasting a unified API and consistent metrics. Usability, aesthetics, and easy sharing of insights are central priorities in its design. Users gain valuable insights into data quality and model performance, simplifying exploration and troubleshooting processes. Installation is quick, requiring just a minute, which facilitates immediate testing before deployment, validation in real-time environments, and checks with every model update. The platform also streamlines the setup process by automatically generating test scenarios derived from a reference dataset, relieving users of manual configuration burdens. It allows users to monitor every aspect of their data, models, and testing results. By proactively detecting and resolving issues with models in production, it guarantees sustained high performance and encourages continuous improvement. Furthermore, the tool's adaptability makes it ideal for teams of any scale, promoting collaborative efforts to uphold the quality of ML systems. This ensures that regardless of the team's size, they can efficiently manage and maintain their machine learning operations.

Utilize our efficient templates to quickly develop a financial model, regardless of your prior experience or knowledge in finance. You can effortlessly share a live link with potential investors or export the entire model to a neatly organized spreadsheet with just a single click. Establish dynamic hiring guidelines and map out the growth trajectory of your team over time. Additionally, you can create and automatically calculate customized KPIs that are aligned with your specific business requirements. The model also facilitates the generation of shareable branded live links to collect feedback and monitor analytics. Instantly determine your business's worth by employing standard discounted cash flow (DCF) techniques. Collaborate with your teammates or mentors to enhance the model collectively, promoting a more robust approach. Sturppy has been crafted to function as a flexible tool for all founders, no matter their industry, niche, skill level, monetization strategy, or funding circumstances, ensuring universal access to its features. With this platform at your disposal, you can confidently tackle the complexities of financial modeling while maintaining focus on your primary business goals. This enables you to streamline your financial planning efforts and effectively communicate your business's value to stakeholders.

Explore community-driven Ethereum analytics that enable users to effortlessly investigate, create, and share insights. With a diverse selection of dashboards tailored for various projects, you can track key metrics across sectors like DeFi, gaming, and more. Leverage SQL to access user-friendly data and craft personalized charts and dashboards that align with your needs. Our platform streamlines the interpretation of Ethereum smart contract data, allowing users to conduct thorough analyses using simple SQL queries through an intuitive interface. Instantly convert your query results into engaging graphs that improve your comprehension. Delve into an extensive collection of thousands of queries and dashboards ready for forking and exploration at this very moment. Dune Analytics is committed to remaining free forever, with an option to upgrade to our Pro plan for enhanced features such as private queries and data exports. The abundance of insightful queries and dashboards available on Dune offers invaluable resources for both novice and seasoned analysts alike. Moreover, we provide a curated selection of top dashboards highlighting prominent projects, as well as essential resources to help you embark on your analytical journey. Join a thriving community of analysts and elevate your understanding of the Ethereum ecosystem today.

Implement a cohesive model for construction projects to promote instant teamwork between field and office personnel. Trimble Quadri BIM software functions as your integrated data hub, enabling continuous model exchanges throughout the production stage. Our collection of civil engineering and construction solutions provides a collaborative platform specifically designed for infrastructure endeavors, including roads and railways. By leveraging Trimble, you can enjoy real-time cooperation within a unified model, making it easy to monitor modifications and granting continuous access to the model from any location. You can also share your centralized model via the cloud while adhering to BIM standards, especially for maturity levels 3 and 4. Acting as a dependable “single source of truth,” Trimble Quadri BIM modeling software ensures that crucial project data is accurately synchronized, organized, up-to-date, and easily accessible to all participants in the construction workflow. This holistic strategy not only improves communication but also boosts efficiency, ultimately contributing to more successful project results. Additionally, the ability to collaborate effectively helps mitigate risks and promotes a more agile response to any challenges that may arise during the project lifecycle.

Gain valuable insights into your customer demographic, implement effective tactics, and achieve desired business results, all crafted by Slack's first growth team for your advantage. Explore fresh opportunities while making well-informed, data-driven decisions. Evaluate the outcomes of experiments and monitor key performance indicators alongside your marketing and product strategies. Effortlessly access product analytics and easily reference them throughout the application for better clarity. Integrate with top tools to consolidate business performance metrics seamlessly. Ensure your team remains in sync with shareable insights and cultivate growth through shared knowledge. Attain a holistic view of current projects to stay informed about live product features and offerings. Prevent conflicts in experimentation through smart scheduling techniques. Boost both efficiency and accuracy with incorporated feature flags. Utilize footnotes to highlight and convey adjustments driven by seasonal patterns. Review data comprehensively, taking into account seasonal changes and notable events. Examine the impacts of your product launches using time series metrics to gain a clearer perspective on their overall influence. Continuous analysis plays a crucial role in fine-tuning future strategies, paving the way for even greater achievements. Embrace a culture of learning and adaptation to navigate the evolving business landscape effectively.

Narrator introduces an innovative approach to data management that allows users to obtain answers to inquiries seamlessly, without the necessity of developing new models or altering SQL. Unlike other data companies that concentrate on model and table management, our solution completely removes these requirements. By modeling each business concept just once and utilizing any data source in your warehouse, everything is efficiently organized within a singular time-series table. The setup for each model is accomplished in a mere five minutes, and once in place, it remains effective for addressing new questions without further modifications. Consequently, this means that new inquiries or metrics can be tackled without the need for additional data preparation. Every business concept can be analyzed, visualized, and interconnected effortlessly, all while bypassing SQL entirely and taking advantage of any data present in your warehouse. At Narrator, we place a strong emphasis on security, embedding it into every phase of our development rather than considering it merely an afterthought. By nurturing an environment where your team feels empowered to ask an endless variety of follow-up questions, we foster a culture that encourages curiosity and enables the business to explore, adapt, and innovate on a continuous basis. This methodology not only improves data accessibility but also promotes collaborative growth throughout all departments, resulting in a more interconnected and agile organization. Ultimately, Narrator transforms the way businesses interact with data, making it a vital tool for driving informed decision-making and strategic development.

Utilize the vast resources of the internet to enhance your competitive edge over others in your industry. Many businesses are now outpacing their competitors by tapping into previously overlooked online data. By keeping track of various corporate activities, alternative datasets reveal significant strategic changes within companies. Observing trends such as hiring and layoffs, client interactions, product distribution, and numerous performance indicators can provide valuable insights. Investors can make well-informed decisions with the assistance of Thinknum Alternative Data, which allows analysts to identify actionable insights by closely examining company performance trajectories. The user-friendly software simplifies the process of extracting insights, enabling swift data queries without requiring extensive technical knowledge. You can easily create and share queries with intuitive tools designed for simplicity and efficiency. Moreover, visualizing data through pre-built maps, charts, word clouds, and other advanced representations facilitates quick understanding of complex information. To enhance your proactive approach, you can establish alerts to be updated on critical changes and emerging trends within the market. By staying informed, you empower yourself to adapt strategies and make timely decisions that drive success.

Location data adds complexity to many decision-making processes, where mistakes can prove to be expensive when using a “trial and error” approach. MapInfo Pro allows users to quickly identify and improve decisions related to people, places, and key trends. This software facilitates the use of geospatial analytics to create insightful models for a wide range of location-specific situations, enabling the simulation of different outcomes to fine-tune your organization’s strategies. During the exploration phase, it is crucial to collect essential information about key components, their relationships, and the criteria that signal success or failure. In the modeling stage, combine data, maps, and demographic statistics while employing sophisticated querying and modeling tools to streamline the process, making it quicker and more economical than conventional trial and error methods. When it comes time to implement your strategies, proceed with assurance to optimize value. Moreover, visualize your data with maps that feature symbols, themes, and labels, uncovering patterns that may otherwise go unnoticed, and thereby improving the overall effectiveness of decision-making. Ultimately, utilizing these tools can significantly enhance strategic planning and informed practices within organizations, paving the way for greater success.

OMNIS provides a comprehensive solution for storing, capturing, versioning, and sharing various documents efficiently. It also features robust search and retrieval functionalities, enabling users to find what they need quickly. Furthermore, it promotes collaboration by allowing multiple users to work together in real-time. Suitable for individuals of all skill levels, OMNIS is designed to be user-friendly, ensuring that both novices and seasoned professionals can navigate it with ease. Transitioning to a paperless environment is vital, as it contributes positively to environmental sustainability, minimizes the time and space dedicated to paperwork, enhances information security, and ensures that work documents are readily accessible. Regardless of the motivation behind adopting a paperless approach, OMNIS can significantly enhance your business operations. Additionally, it empowers users to establish a customized filing system that effectively organizes and categorizes documents. By utilizing cabinets and folders, users can create a logical hierarchy that aligns with their organization's information architecture, facilitating better document management. Ultimately, OMNIS transforms the way businesses handle their documentation, fostering greater efficiency and productivity.

Efficiently coordinate, explore, and manage all projects within your data science team. Zepl's cutting-edge search functionality enables you to quickly locate and reuse both models and code. The enterprise collaboration platform allows you to query data from diverse sources like Snowflake, Athena, or Redshift while you develop your models using Python. You can elevate your data interaction through features like pivoting and dynamic forms, which include visualization tools such as heatmaps, radar charts, and Sankey diagrams. Each time you run your notebook, Zepl creates a new container, ensuring that a consistent environment is maintained for your model executions. Work alongside teammates in a shared workspace in real-time, or provide feedback on notebooks for asynchronous discussions. Manage how your work is shared with precise access controls, allowing you to grant read, edit, and execute permissions to others for effective collaboration. Each notebook benefits from automatic saving and version control, making it easy to name, manage, and revert to earlier versions via an intuitive interface, complemented by seamless exporting options to GitHub. Furthermore, the platform's ability to integrate with external tools enhances your overall workflow and boosts productivity significantly. As you leverage these features, you will find that your team's collaboration and efficiency improve remarkably.

Cloud Datalab serves as an intuitive interactive platform tailored for data exploration, analysis, visualization, and machine learning. This powerful tool, created for the Google Cloud Platform, empowers users to investigate, transform, and visualize their data while efficiently developing machine learning models. Utilizing Compute Engine, it seamlessly integrates with a variety of cloud services, allowing you to focus entirely on your data science initiatives without unnecessary interruptions. Constructed on the foundation of Jupyter (formerly IPython), Cloud Datalab enjoys the advantages of a dynamic ecosystem filled with modules and an extensive repository of knowledge. It facilitates the analysis of data across BigQuery, AI Platform, Compute Engine, and Cloud Storage, using Python, SQL, and JavaScript for user-defined functions in BigQuery. Whether your data is in the megabytes or terabytes, Cloud Datalab is adept at addressing your requirements. You can easily execute queries on vast datasets in BigQuery, analyze local samples of data, and run training jobs on large datasets within the AI Platform without any hindrances. This remarkable flexibility makes Cloud Datalab an indispensable tool for data scientists who seek to optimize their workflows and boost their productivity, ultimately leading to more insightful data-driven decisions.

Ideaverse Pro presents an innovative platform that enables you to build a robust system, significantly enhancing your productivity. Its well-organized folder structure and centralized Home note serve as three vital entry points into your workflow, focusing on knowledge, time, and action. The ready-made queries and templates provide a thorough framework aimed at the cultivation, sharing, and growth of ideas. Utilize the advanced ideation notes in Ideaverse Pro to facilitate the emergence, evolution, and transformation of your concepts, all of which have been meticulously tested for dependability. With just one hotkey, you can effortlessly add your thoughts to your movie database. Furthermore, you can compile a list of your most cherished films, ensuring that you frequently revisit the "movies that shaped me," which fosters personal insight and creativity. Such a blend of functionalities positions Ideaverse Pro as an essential resource for anyone engaged in the creative process. This unique combination not only streamlines your workflow but also inspires continual reflection and innovation in your work.

Stella Architect is recognized as the premier solution for developing professional-grade simulations and compelling presentations. Users can easily design, create, and publish models that are accessible to anyone, at any time, and from any place. With a simple click, people can engage with your simulations on any device that has internet capabilities. The tool includes ready-made model templates called assemblies, which simplify the modeling process by removing the need for intricate calculations; it also utilizes artificial intelligence to provide suggestions for formulas and units, allowing for the rapid creation of functional models in just a few minutes. Furthermore, these assemblies can be tailored to fit the unique needs of your system, and you have the flexibility to design your own for future use. Stella Architect not only enables the development of immersive flight simulators but also facilitates the creation of educational environments grounded in robust Stella models, which effectively illustrate concepts while allowing users to manipulate different variables and observe the outcomes over time. Additionally, interfaces created with Stella Architect can be easily published across a range of platforms, including web, desktop, and mobile, promoting accessibility for all users. This adaptability enhances its value, making it an essential resource for both educators and industry professionals aiming to deliver high-quality simulations and presentations. Ultimately, Stella Architect combines functionality with user-friendliness, ensuring that users can achieve their simulation goals efficiently.

While models may come and go, the infrastructure of pipelines endures over time. Engaging in a consistent cycle of training, evaluating, deploying, and refining is crucial for success. Valohai distinguishes itself as the only MLOps platform that provides complete automation throughout the entire workflow, starting from data extraction all the way to model deployment. It optimizes every facet of this process, guaranteeing that all models, experiments, and artifacts are automatically documented. Users can easily deploy and manage models within a controlled Kubernetes environment. Simply point Valohai to your data and code, and kick off the procedure with a single click. The platform takes charge by automatically launching workers, running your experiments, and then shutting down the resources afterward, sparing you from these repetitive duties. You can effortlessly navigate through notebooks, scripts, or collaborative git repositories using any programming language or framework of your choice. With our open API, the horizons for growth are boundless. Each experiment is meticulously tracked, making it straightforward to trace back from inference to the original training data, which guarantees full transparency and ease of sharing your work. This approach fosters an environment conducive to collaboration and innovation like never before. Additionally, Valohai's seamless integration capabilities further enhance the efficiency of your machine learning workflows.

The cloud4retail platform delivers integrated commerce solutions that can be accessed from any device, anywhere. The OmniPOS® system represents a comprehensive array of services that enables access to all enterprise functionalities, extending beyond just retail settings. GK Software promotes cohesive unified commerce with its GK/Retail OmniPOS offering for point-of-sale solutions. With a clientele encompassing 24% of the Global TOP 50, GK Software commands a 10% market presence across Europe and a notable 35% share in Germany's Tier 1 and Tier 2 sectors. Collectively, the companies utilizing GK's services generate an impressive annual revenue of 500 billion USD. OmniPOS® stands out as a contemporary substitute for conventional POS systems, utilizing the cloud4retail platform to enhance all in-store operations. By adopting the OmniPOS® service package, organizations can achieve consistent workflows, ensure uniform data handling, and create effective communication networks. This integration reduces dependence on standalone applications and lowers service costs, which significantly boosts operational efficiency. Moreover, the platform's flexibility makes it an indispensable resource for retailers aiming to refine their operations in a rapidly changing market landscape. Ultimately, businesses leveraging this technology can better adapt to consumer demands and drive growth.

For more than twenty years, OmniMD has been at the forefront of transforming healthcare by transitioning conventional care approaches into innovative, AI-integrated digital health platforms. Recognized globally as a leader in AI solutions, we provide comprehensive offerings that facilitate smooth interoperability, allowing for the secure sharing of essential health data among various systems and providers, which includes a diverse suite of over 18 customizable products such as EHR, PMS, and RCM tailored for the distinct and changing requirements of over 20 medical specialties like cardiology, urgent care, primary care, internal medicine, psychiatry, and pediatrics. By leveraging advanced cloud technologies and next-generation digital health platforms, our groundbreaking solutions are lauded for improving patient engagement, broadening access to remote healthcare, and enhancing data-driven delivery through tools like Health Portals, Remote Patient Monitoring (RPM), Patient Kiosks, and Telehealth services. Driven by our commitment to excellence, we cultivate a collaborative and intellectually vibrant environment, advocating for sustainability and continuous innovation through a network of partnerships and shared expertise, which ultimately benefits both patients and providers alike.

The ibi Omni-Gen Data Integration Framework serves as a cutting-edge and scalable solution designed to provide powerful technologies for integrating and cleansing data, thereby guaranteeing that information remains accurate, timely, consistent, and readily available. Its flexible architecture protects users from the intricacies of managing data, allowing for the effective delivery of the right information to the appropriate place at the ideal time, which ultimately fosters quicker and more insightful decision-making processes. By utilizing Omni-Gen, companies can successfully eliminate data silos, incorporate fresh data sources, transition from outdated systems, navigate the challenges of mergers and acquisitions, and significantly improve their overall digital transformation efforts. The framework is equipped with sophisticated data profiling tools that quickly detect inconsistencies and reveal opportunities for enhancing data quality, as well as for matching and merging records while establishing necessary remediation processes. Users can effortlessly integrate data from a variety of sources and formats into a universally accepted canonical model, streamlining data management. Additionally, rather than simply imposing data governance, it provides a detailed historical view of all golden records managed across diverse functional areas, thereby improving transparency and control. This holistic methodology not only helps organizations uphold high standards of data integrity but also actively supports their strategic goals, paving the way for more effective data utilization. Ultimately, the ibi Omni-Gen framework empowers businesses to harness the full potential of their data assets.

Livedocs serves as a powerful and flexible solution that empowers your team to quickly analyze and share data effectively. By bringing together all your applications, it allows you to unify your information into one easily accessible platform. You can detect trends, receive notifications for critical events, and simplify your analysis to enhance reporting. Generate insightful reports that draw from multiple applications, complete with visual elements and essential performance indicators. Jumpstart your initiatives using ready-made templates, or choose to create custom designs from scratch, enabling a personalized approach that aligns with your unique requirements. This adaptability ensures that Livedocs is an essential tool for any team aiming to improve their data management skills while fostering collaboration and efficiency. The ability to tailor the platform to specific workflows further amplifies its value, making it a preferred choice for organizations striving for data excellence.

Utilize your understanding to develop machine learning models that enhance text-centric workflows effectively, achieving a level of quality comparable to human output on a large scale. You have the option to build custom models tailored to your specifications, adapt our leading models to fit your particular requirements, or directly use Primer's ready-made models. With Primer Automate, everyone in your organization can learn to create and train models without any programming skills or technical expertise. By enriching your data with an organized intelligence framework, you can create a scalable knowledge repository capable of processing billions of documents in just seconds. This enables you to swiftly find answers to critical questions, monitor updates instantaneously, and effortlessly produce coherent and succinct reports. You can manage all types of communication, including documents, emails, PDFs, text messages, and social media content, to extract the most pertinent information. Primer Extract employs cutting-edge machine learning techniques to support quick and thorough data investigation. In addition to basic keyword searches, Extract also includes robust functionalities such as translation, optical character recognition (OCR), and image recognition, making it an all-encompassing tool for data analysis. This empowers organizations to fully leverage their information efficiently, resulting in smarter and more informed decision-making processes. By integrating these advanced capabilities, you can transform the way your organization interacts with data, ensuring that insights are always accessible and actionable.

Transform your spatial data into insightful maps within just a few minutes. Utilize our extensive catalog of layers and advanced timeline animation options to enhance your visualizations. Effortlessly manipulate your information using our intuitive geospatial analytics tools. Quickly uncover insights through smooth browsing experiences that offer immediate visual responses. Easily share your custom maps with your team by simply clicking a button. Create engaging narratives and communicate impactful data stories to audiences worldwide. Experience a straightforward interface that alleviates the challenges often associated with geospatial data science. Seamlessly integrate Shapefiles, Vector Tiles, and Cloud-Optimized GeoTIFFs, in addition to traditional formats like CSV and GeoJSON. Conduct comprehensive analyses by merging tables and aggregating rows to derive meaningful conclusions. Take advantage of cross-filtering features to connect columns with tailored metrics that meet your needs. Design sleek web applications based on your published maps, with rapid iteration supported by our comprehensive, user-friendly API. Implement geospatial joins among various data types to deepen your analysis and enrich your storytelling. The potential for exploration and generating insights is truly boundless, limited only by your imagination and creativity.

Pressboard is a trusted tool for leading publishers, agencies, and brands worldwide, assisting them in assessing their sponsored content, eCommerce projects, and social media strategies. Its all-inclusive dashboard enables users to effectively manage, evaluate, and report on diverse advertising formats such as native ads and sponsored content. You can track all social media interactions, advertising efforts, website traffic, and affiliate/eCommerce activities from a single, convenient platform that boasts numerous integrations. The system allows for the creation of shareable reports that update automatically and can be easily shared with selected recipients. With user-friendly processes and support for multiple users, Pressboard grows alongside your business needs. Pressboard Studio encompasses Pressboard Analytics, which provides highly accurate metrics for evaluating your content's performance. This platform goes beyond merely counting pageviews by offering insights into genuine engagement, including how readers interact with your content, whether they finish it, and their likelihood of clicking on links. The advanced analytics tailored for branded content enable you to gain a comprehensive understanding of audience behavior and preferences. In essence, Pressboard equips you with the insights necessary to enhance your content strategy using actionable data while driving greater engagement with your audience. By leveraging these insights, businesses can make informed decisions that further elevate their marketing efforts.

Neuton.AI is an automated platform that enables users to create precise predictive models and generate insightful forecasts without any hassle. This user-friendly solution requires no coding, eliminates the necessity for technical expertise, and does not demand any background in data science, making it accessible to everyone. With its intuitive interface, anyone can harness the power of predictive analytics effortlessly.

Klipfolio PowerMetrics stands out as the essential analytics tool, uniquely designed to unify all your team’s necessary metrics, enabling quicker and more assured decision-making. Consolidate all your business metrics into a single, accessible platform. PowerMetrics streamlines the reporting process by automating each aspect of your analytics workflow. - It allows for seamless connection and automatic updates of your data without requiring any coding skills or technical knowledge. - Dive deep into insights, collaborate effectively, and share findings with your entire team. Harness metrics, create dynamic dashboards, and generate PDF reports to keep yourself informed and maintain control over your business's key performance indicators and vital metrics. Don’t miss out on this opportunity—get it now for FREE and transform the way you analyze data!

The intelligent semantic layer integrates data with its relevant business context and interrelationships, streamlining metrics and accelerating the creation of data products by enabling SQL queries that are up to 90% shorter. This empowers users to model the data using terms they are familiar with, fostering a shared comprehension and aligning metrics with organizational goals. By establishing semantic relationships that take the place of conventional JOIN operations, queries become far less complex. Hierarchies and classifications are employed to deepen data understanding. The system ensures automatic alignment of data with the semantic framework, facilitating the merger of different data sources through a robust distributed SQL engine that accommodates large-scale queries. Data is accessible in the form of an interconnected semantic graph, enhancing performance and decreasing computing costs via an advanced caching mechanism and materialized views. Users benefit from advanced query optimization strategies. Furthermore, Timbr facilitates connections to an extensive array of cloud services, data lakes, data warehouses, databases, and various file formats, providing a smooth interaction with data sources. In executing queries, Timbr not only optimizes but also adeptly allocates the workload to the backend for enhanced processing efficiency. This all-encompassing strategy guarantees that users can engage with their data in a more effective and agile manner, ultimately leading to improved decision-making. Additionally, the platform's versatility allows for continuous integration of emerging technologies and data sources, ensuring it remains a valuable tool in a rapidly evolving data landscape.

Steep is a groundbreaking analytics platform designed to revolutionize how businesses collaboratively utilize data through its metric-oriented methodology. This tool enables the creation of a framework that depends on standardized definitions, effectively removing unnecessary duplication in data reporting. Users are empowered to methodically record and organize all metrics, creating a centralized repository accessible for analysis by everyone involved. The platform simplifies the process of data analysis, requiring no knowledge of SQL or specialized training, thus allowing teams to independently resolve their inquiries. With its layered analytical features, experts can swiftly extract insights by combining different metrics, drilling down into the data, and applying overlay functions for a more comprehensive understanding. Reports are redesigned to improve communication, collaboration, and decision-making, leveraging a versatile document format suitable for the entire organization. Users can effortlessly generate a variety of content and work together efficiently, easily incorporating elements such as graphs and text blocks through a user-friendly drag-and-drop interface. By bringing all roles together within one detailed document, Steep supports the development of everything from spontaneous insights to polished management presentations, nurturing an environment where sharing and discussing findings is encouraged to drive informed decision-making. This ultimately leads to a more streamlined use of data, while also fostering a culture of collective intelligence and innovation within organizations, enhancing their overall performance and adaptability.

Our goal is to free ML engineers from the complexities of data engineering, allowing them to focus on their true passion: building advanced models more effectively. Our cutting-edge product provides a solid framework that greatly simplifies the process for developers to access, analyze, and share visual data on a large scale, making it significantly more manageable. Users have the capability to automatically create custom interval attributes utilizing pre-trained extractors or any preferred model, which enhances the adaptability of data manipulation. The platform supports efficient data visualization and model performance analysis by integrating custom attributes with standard KPIs. This capability empowers users to query data, uncover rare edge cases, and assemble new training datasets from their entire data lake effortlessly. Furthermore, it streamlines the saving, editing, versioning, commenting, and sharing of frames, sequences, or objects with both team members and external collaborators. SiaSearch distinguishes itself as a data management solution that automatically derives frame-level contextual metadata, facilitating quick data exploration, selection, and assessment. By automating these tasks with intelligent metadata, productivity in engineering can potentially more than double, effectively relieving development bottlenecks in the realm of industrial AI. Consequently, this allows teams to push the boundaries of innovation in their machine learning projects at a much quicker pace and with greater efficiency. Additionally, the enhanced collaboration features foster a more cohesive working environment, ultimately leading to even higher quality outcomes.

Discover the engaging SQL editor provided by JackDB, which is packed with features designed to elevate your database management tasks, such as syntax highlighting, organized code formatting, and advanced autocompletion capabilities. The snippets feature allows users to conveniently save and share their most commonly utilized SQL queries, enabling effortless writing and storage of any query within JackDB, which can be distributed among team members easily. Whenever a snippet is modified, all team members are promptly updated with the latest version, fostering a collaborative work environment. At JackDB, we place the utmost importance on security, employing roles that effectively restrict database access to only those who are authorized, while also streamlining the onboarding process for new users to data sources. Users can explore every facet of their database, going beyond just basic tables and views to analyze indexes, schemas, and other vital system data, including tablespaces and user sessions. This thorough methodology guarantees that your database management remains not only effective but also secure, making JackDB an essential resource for any team aiming for efficiency. Additionally, the user-friendly interface ensures that both novice and experienced users can navigate the platform with ease, further enhancing the overall experience.

Kater is tailored for both data specialists and those interested in understanding data better. It guarantees that all structured data products are easily accessible to anyone with inquiries, regardless of their familiarity with SQL. The primary goal of Kater is to harmonize data ownership across different departments within your organization. At the same time, Butler provides a secure connection to your data warehouse's metadata and components, streamlining coding, data exploration, and additional tasks. By utilizing features such as automatic intelligent labeling, categorization, and data curation, you can enhance your data for artificial intelligence applications. Our offerings help you create your semantic layer, metric layer, and thorough documentation. Moreover, validated responses are gathered in the query bank to provide more intelligent and accurate answers, improving the overall experience with data. This comprehensive strategy not only empowers users to utilize data more effectively across all business functions but also fosters a culture of data-driven decision-making throughout the organization.

APIs play a crucial role in shaping a vibrant decentralized future, and The Graph stands out as a groundbreaking indexing protocol that enables efficient querying of networks like Ethereum and IPFS. This platform empowers individuals to create and disseminate open APIs, referred to as subgraphs, which significantly improve data accessibility. These interconnected subgraphs can collectively form a vast global graph that encapsulates all publicly available information worldwide. Consequently, data can be transformed, organized, and leveraged across numerous applications, allowing users to retrieve the information they need with ease and minimal effort. Before The Graph's introduction, development teams were burdened with the task of constructing and maintaining proprietary indexing servers, a labor-intensive process that required considerable engineering skills and hardware resources, ultimately jeopardizing the vital security features essential for genuine decentralization. This advancement in data management not only simplifies access but also encourages collaboration and innovation within the decentralized landscape. Moreover, by alleviating the technical burdens placed on developers, The Graph fosters an environment where creativity can flourish, leading to a more robust and interconnected ecosystem.

The combination of advanced velocity determination with the creation of 3D and 2D models leads to highly accurate and interpretable seismic images in both time and depth. A robust suite of interactive and batch tools tailored for anisotropic models effectively tackles a range of seismic imaging issues. By integrating smoothly with interpretation and modeling tools, the workflow enhances efficiency, reduces the chances of data loss, and maintains adherence to geological constraints. Constructing precise 3D and 2D models is made simple, even in the presence of intricate structural geology. The system is fine-tuned for optimal performance, adeptly managing large 3D datasets and multi-line 2D datasets, regardless of whether they are stored on-premise or in cloud environments. High-quality seismic images and depth models are vital for the exploration and extraction of hydrocarbons. Furthermore, the Aspen GeoDepth velocity determination and modeling system offers a powerful solution for improving seismic imaging in both time and depth due to its cohesive integration of interpretation, velocity analysis, model building, and time-to-depth conversion. This unified approach not only streamlines processes but also empowers geoscientists to make well-informed decisions grounded in the most dependable data obtainable, resulting in more successful exploration efforts.

OmniPay serves as the favored technology for First Data, facilitating payment acquisitions across various currencies and nations, and provides a cost-efficient and effective method for transaction processing. With a reach that spans over 5 million merchants in upwards of 70 countries, OmniPay works on behalf of 43 global acquirers across regions such as EMEA, North America, and APAC, managing transactions in 163 currencies and overseeing more than 3,500 interchange categories to reduce costs for acquirers. The platform is engineered to offer the necessary performance, scalability, and resilience that businesses need to thrive in a fast-evolving market landscape. Whether companies seek to expand their product lines, increase their global presence, or improve operational efficiency, OmniPay is well-equipped to help them achieve their objectives. The OmniPay Authorization Service further enhances this offering by ensuring secure authorization switching is available around the clock for both domestic and international transactions for merchant acquirers. In addition to supporting traditional card-present point-of-sale processing, the OmniPay Authorization Service also caters to a diverse range of transaction types and products, thereby broadening its functionality and value for clients. This adaptability solidifies OmniPay's position as a robust and comprehensive solution for the contemporary demands of payment processing. Moreover, the platform's ongoing innovations ensure that it remains at the forefront of industry advancements and client needs.

Transform your approach to data-driven decision-making exponentially with self-service analytics that unifies a multitude of databases and data warehouses like Postgres, MySQL, Snowflake, BigQuery, and more within a single platform. Brewit streamlines the experience by automatically generating SQL queries and recommending appropriate visualizations tailored to your data questions, while also facilitating comprehensive analysis. You can easily interact with your database, uncover significant insights, and perform detailed evaluations without hassle. To ensure accuracy and consistency in responses, Brewit includes an extensive built-in data catalog. The automated semantic layer guarantees that answers align with proper business logic, simplifying the management of your data catalog and dictionary. Creating a visually appealing report is as effortless as writing a document, as we understand that data must tell a story to be meaningful. Our Notion-style notebook editor allows you to craft reports and dashboards seamlessly, turning raw data into valuable insights. Additionally, all well-structured data products are available to anyone with a data inquiry, regardless of their technical background, promoting an inclusive and effective data analysis culture. This democratization of data empowers everyone to harness insights that can steer informed decisions, ultimately driving your organization toward unprecedented success. By embracing this user-friendly platform, you can ensure that your entire team is equipped to make data-driven decisions confidently and collaboratively.

Paradigm Omni™ simplifies the configuration and quoting of complex building products, ensuring the process is both quick and efficient. This adaptable sales platform operates seamlessly across multiple channels, including online platforms, in-home consultations, retail environments, and dealer settings, allowing you to boost sales while reducing technological complexities. With its industry-leading quoting solution, you can easily manage both quotes and orders. By taking advantage of online sales for e-commerce and lead generation, you can market products through an intuitive configuration process that works on any device. The platform guarantees a cohesive experience across all retail locations and vendor catalogs, allowing you to sell in a way that aligns with your unique business model using customized sales materials, documentation, pricing, and promotional strategies. It effectively addresses many common challenges encountered by distributors, manufacturers, and retailers, streamlining operations significantly. Additionally, it provides valuable insights into quotes, orders, and sales performance analytics, empowering you to refine your strategies effectively. This robust tool equips you with the ability to make swift, informed decisions that can lead to substantial revenue growth. Overall, Paradigm Omni™ is specifically crafted to enhance your sales workflows and improve productivity across the board, ensuring your business stays competitive in a rapidly evolving market.

Integrate Amazon Comprehend Medical to extract valuable insights from unstructured data, allowing for efficient search and retrieval capabilities. Utilize Amazon Athena for predictive analysis in health data, while also employing Amazon SageMaker machine learning models and Amazon QuickSight for thorough analytics. It is essential to maintain compliance with standards such as Fast Healthcare Interoperability Resources (FHIR) to ensure effective interoperability. Implement cloud-based medical imaging solutions to increase scalability and reduce costs. AWS HealthLake offers a HIPAA-compliant platform that allows healthcare and life sciences organizations to achieve a chronological view of health data, facilitating extensive queries and analytics. Advanced analytical tools and machine learning models can be used to evaluate population health trends, predict outcomes, and effectively manage healthcare expenses. By pinpointing deficiencies in care delivery, organizations can initiate targeted interventions grounded in a comprehensive understanding of patient journeys. Moreover, applying sophisticated analytics and machine learning to structured data can enhance appointment scheduling and reduce unnecessary medical interventions, ultimately leading to better patient care. As the healthcare landscape continues to evolve, the adoption of these technologies will be vital for optimizing operations and enhancing overall health outcomes. This proactive approach not only benefits patients but also aids healthcare providers in delivering more efficient services.

Anzo emerges as a groundbreaking platform focused on data discovery and integration, allowing users to seamlessly find, connect, and combine any enterprise data into analytics-ready datasets. Its innovative use of semantics and graph data models opens the door for a diverse range of individuals within an organization—from seasoned data scientists to novice business users—to engage in the data discovery and integration process, enabling them to build their own datasets for analysis. By leveraging graph data models, Anzo offers business users an intuitive visual representation of the enterprise's data environment, which simplifies navigation and understanding, even when faced with large, isolated, and complex datasets. The addition of semantics not only enhances the data with relevant business context but also helps users align data through shared definitions, allowing for the dynamic creation of integrated datasets that meet specific requirements. This approach promotes broader access to data and enhances its usability, cultivating a data-driven culture within organizations that encourages informed decision-making at all levels. Consequently, Anzo stands as a vital tool for enhancing collaboration and efficiency in data management across various departments.

Marketing teams can optimize their social intelligence by merging creative flair with precise analytics. While you bring enthusiasm and innovation to the table, we provide the vital statistics. Union Metrics offers the social marketing insights needed to engage your audience and enhance business expansion. By supplying key analytics, Union Metrics empowers every marketing team to create a robust social strategy and manage their day-to-day social media tasks with efficiency. You can assess and improve your social media influence to expand your reach more effectively. Real-time insights into brand and industry conversations allow you to identify key content and influential individuals. Additionally, monitoring your social campaigns can amplify their success while generating visually compelling reports for stakeholders. To maintain a competitive edge, evaluate your competitors' social media activities and track their share of voice. Use advanced queries and historical data to uncover target audiences, recognize pertinent content, and devise powerful campaigns. This all-encompassing strategy guarantees that your marketing efforts are well-informed and yield significant results, thus laying a solid foundation for enduring growth and success in the digital landscape. Ultimately, the fusion of creativity and data-driven insights can revolutionize how marketing teams connect with their audiences.

Accelerating the creation of omni-channel backend applications can be accomplished in an agile, transparent, and secure manner. Temenos Fabric empowers financial institutions to focus their resources on delivering outstanding app experiences instead of dedicating time to custom backend development for digital platforms. With its extensive range of features, Fabric provides development teams with all the essential tools needed to build exceptional omni-channel applications that exceed both user and business expectations. This solution integrates all critical omni-channel middleware functions into a cohesive and cost-effective package, allowing application development teams to efficiently craft remarkable user experiences. As a result, the implementation of Temenos Fabric not only reduces the time and costs associated with application development but also increases the capacity for parallel work streams, enhances component reuse, and streamlines deployment and maintenance processes. Additionally, by decoupling front-end and back-end development, teams can significantly speed up the overall application development cycle while leveraging built-in, value-added services and easily configuring backend systems. This forward-thinking approach fosters a more agile and responsive development ecosystem, ultimately providing enhanced benefits to end users. Furthermore, it allows organizations to adapt more quickly to changing market demands, solidifying their competitive edge in the financial services landscape.

VictoriaMetrics is an economical and scalable option for monitoring that also functions as a time series database. Additionally, it is suitable for the long-term storage of Prometheus data. This solution operates as a standalone executable without requiring any external dependencies. Configuration is managed through clear command-line flags along with sensible defaults. Notably, it offers a global query view, enabling multiple Prometheus instances or other data sources to input data into VictoriaMetrics. Users can later retrieve this data with a single query. It effectively addresses challenges related to high cardinality and high churn rates by implementing a series limiter, ensuring optimal performance and reliability. Furthermore, its user-friendly setup makes it accessible for a wide range of applications.

We are excited to present an open-source solution designed to be accessible for everyone in your organization, enabling them to easily seek answers and extract insights from data. You can effortlessly connect your data and share it with your team, making the presentation process seamless. The creation, sharing, and exploration of dashboards is made simple and intuitive. Team members, ranging from the CEO to those in Customer Support, can find answers to their data-related questions with just a few clicks. For users who require more in-depth analysis, advanced features such as SQL capabilities and a notebook editor are available to accommodate sophisticated inquiries. Additionally, tools like visual joins, multiple aggregations, and filtering options allow for a more thorough exploration of your data. You can enhance your queries by adding variables, which leads to the creation of interactive visualizations that users can modify for deeper exploration. Configuring alerts and scheduled reports ensures that the right information is delivered to the right people at the perfect time. Whether you choose the hosted version or prefer to set everything up independently with Docker at no cost, getting started is a breeze. After connecting to your existing data and inviting your team, you will possess a powerful BI solution that usually necessitates a sales pitch. This equips your organization with the ability to make informed, data-driven decisions both quickly and efficiently, fostering a culture of insight and collaboration. Ultimately, this tool is not just a resource; it becomes a vital asset in driving your organization's success.

For years, the commercial real estate industry has struggled with reliance on outdated, overly complex, and increasingly expensive valuation and underwriting software solutions. Thankfully, rDCF shifts this paradigm by delivering the much-needed valuation, underwriting, and asset management tool that professionals have sought after and truly deserve. Through rDCF, users can create adaptable, detailed, and accurate discount cash flow (DCF) models designed to evaluate even the most complex properties. Moreover, the platform supports the development of sophisticated debt or equity structures, including multi-tiered waterfalls tailored to diverse investment requirements. With a streamlined and intuitive interface, rDCF improves navigation, and its useful hotkeys and time-saving shortcuts expedite data entry, allowing users to concentrate on their tasks. The automatic save feature alleviates the anxiety of losing progress by consistently saving work at defined intervals. Additionally, the design minimizes the number of visible columns, which significantly cuts down on excessive scrolling. rDCF’s well-organized folder system simplifies the processes of saving, managing, and retrieving information, thus enhancing efficiency. Users can take advantage of the snapshot function for quick file sharing, permitting them to send documents seamlessly without the need for recipients to install any additional software. This forward-thinking approach to real estate valuation and management not only streamlines workflows but also empowers industry professionals to work more effectively and efficiently, ultimately transforming their work experience for the better. As rDCF continues to evolve, it promises to redefine the tools available to real estate professionals, paving the way for innovative practices in the field.

Enhance the precision of your reservoir fluid models by leveraging reliable and user-friendly PVT software to determine key PVT characteristics. PVT Solver is adept at demonstrating the dynamics of petroleum reservoir fluids, making it an optimal choice for straightforward PVT simulations and the exportation of diverse fluid properties. You can examine reservoir fluids with a simple three-step approach, utilizing the most accessible fluid properties software tailored for your PVT modeling tasks. In Step 1, you will start by entering the required data, identifying the current separation system, and inputting the pertinent field parameters. Step 2 focuses on the comparison of correlations, enabling you to visualize different correlation models corresponding to each fluid property. In Step 3, you proceed to compute properties by selecting correlations for each property and setting the calculation boundaries. It's crucial to apply the most respected fluid correlations within the industry, such as Sutton (2007) for gas pseudo-critical properties, Dranchuk-Abou-Kassem (DAK) (1975) for gas z compressibility or deviation factors, and Standing (1947) for bubble point calculations. By following these steps, you not only enhance your understanding of reservoir fluid behavior but also significantly improve the accuracy of your modeling efforts, ensuring more reliable outcomes in reservoir management. This comprehensive approach provides a solid foundation for making informed decisions regarding fluid management and extraction strategies.

With immediate access to a highly adaptable semantic layer, explainable AI, and reusable data modeling, data engineers and scientists can enhance their performance by as much as 95%. This capability allows them to develop and refine semantic models, grasp the connections within data, and execute federated queries, thereby accelerating the journey to actionable insights. Stardog stands out with its graph data virtualization and top-tier graph database, which are offered at a cost that can be as much as 57 times lower than those of its rivals. This solution facilitates seamless integration of any data source, data warehouse, or enterprise data lakehouse without the need for data duplication or relocation. Moreover, it enables the scaling of user engagement and use cases while significantly reducing infrastructure expenses. In addition, Stardog’s intelligent inference engine dynamically leverages expert knowledge during query execution to reveal hidden patterns and unexpected relationships, ultimately leading to enhanced data-driven business decisions and outcomes. By harnessing such advanced technologies, organizations can stay ahead of the competitive curve in a rapidly evolving data landscape.

Detect potential threats earlier, act promptly, and stay ahead of cyber attacks. This platform is the ultimate advancement in AI security analysis, serving as the only all-in-one solution that combines a unified platform, console, and data storage. Boost your organization's autonomous security capabilities with state-of-the-art, patent-pending AI technologies. Streamline your investigative efforts by integrating popular tools and merging threat intelligence with pertinent insights within an easy-to-use conversational interface. Reveal hidden vulnerabilities, conduct thorough investigations, and respond more rapidly, all while leveraging natural language processing. Empower your analysts to transform natural language questions into impactful query translations. Elevate your Security Operations through our rapid start hunting programs, AI-enhanced analyses, automated summaries, and suggested queries. Promote teamwork in investigations with user-friendly shareable notebooks. Make use of a framework carefully crafted to ensure data protection and privacy. Notably, Purple AI guarantees that customer information remains secure during the training process and is developed with the highest security precautions in mind. This dedication to security and privacy fosters trust and confidence in the reliability of the system, creating a safer environment for users. Ultimately, it enables organizations to not only protect themselves but also to thrive in an increasingly hostile cyber landscape.

MySQL Workbench is a comprehensive visual platform tailored for database architects, developers, and administrators alike. It includes a variety of features for data modeling, SQL development, and a multitude of administrative tasks, such as configuring servers, managing users, and implementing backup strategies. Available on Windows, Linux, and Mac OS X, MySQL Workbench empowers users to efficiently design and oversee databases. The tool equips data modelers with the necessary resources to construct complex ER models and supports both forward and reverse engineering techniques. It also incorporates vital functionalities for tracking changes and documentation, which can often be resource-intensive and time-consuming. With its visual tools, users can build, execute, and optimize SQL queries, significantly boosting productivity. The SQL Editor comes with advanced features like syntax highlighting, auto-completion, the option to reuse SQL snippets, and a history of executed SQL commands for convenient reference. Additionally, the Database Connections Panel simplifies the management of database connections, ensuring a seamless experience for developers of all skill levels. Overall, MySQL Workbench stands out as a vital resource for anyone involved in database management and development.

By harnessing advanced technologies such as Cloud-Native architecture, AI-driven agents, and Web3, companies are adopting a comprehensive strategy that integrates CRM, CDP, and MA systems to improve their omnichannel engagement with consumers. Through the automation of interactions on platforms like AI Call, WhatsApp Messenger, and EDM, organizations can significantly promote brand development. Additionally, the incorporation of localized systems facilitates the efficient gathering of data from multiple sources. With the power of extensive big data analytics and advanced AI algorithms, brands can create a cohesive identity referred to as One ID. This method not only aids in the formation of intricate customer profiles but also supports the crafting of a well-rounded 360° customer view, allowing businesses to gain deeper insights into their audience. As a result, brands are better equipped to tailor their strategies, ensuring they can effectively address the varied preferences of consumers in a rapidly evolving digital landscape. Ultimately, this evolution in engagement strategies is setting new benchmarks for customer satisfaction and loyalty in the marketplace.

OmniParser is a cutting-edge approach that transforms user interface screenshots into organized components, significantly enhancing the precision of multimodal models such as GPT-4 in performing actions that correspond accurately to designated areas of the interface. This technique is particularly adept at identifying interactive icons within user interfaces and understanding the significance of various elements captured in a screenshot, thus connecting desired actions with the correct on-screen locations. To support this operation, OmniParser curates a dataset for the detection of interactable icons, consisting of 67,000 unique screenshot images, each meticulously annotated with bounding boxes around the interactable icons derived from DOM trees. In addition, it employs a collection of 7,000 icon-description pairs to fine-tune a captioning model aimed at extracting the functional meanings of the recognized elements. Evaluation against a range of benchmarks, including SeeClick, Mind2Web, and AITW, indicates that OmniParser outperforms the GPT-4V baselines, showcasing its efficacy even when relying exclusively on screenshot data without additional context. This significant progression not only boosts the interaction capabilities of AI models but also fosters the development of more seamless and intuitive user experiences across digital platforms. As a result, OmniParser stands to redefine the way users engage with technology, making interactions simpler and more efficient.