Mesma vs. Karryos

Ensuring the integrity of Big Data Quality is crucial for maintaining data that is secure, precise, and comprehensive. As data transitions across various IT infrastructures or is housed within Data Lakes, it faces significant challenges in reliability. The primary Big Data issues include: (i) Unidentified inaccuracies in the incoming data, (ii) the desynchronization of multiple data sources over time, (iii) unanticipated structural changes to data in downstream operations, and (iv) the complications arising from diverse IT platforms like Hadoop, Data Warehouses, and Cloud systems. When data shifts between these systems, such as moving from a Data Warehouse to a Hadoop ecosystem, NoSQL database, or Cloud services, it can encounter unforeseen problems. Additionally, data may fluctuate unexpectedly due to ineffective processes, haphazard data governance, poor storage solutions, and a lack of oversight regarding certain data sources, particularly those from external vendors. To address these challenges, DataBuck serves as an autonomous, self-learning validation and data matching tool specifically designed for Big Data Quality. By utilizing advanced algorithms, DataBuck enhances the verification process, ensuring a higher level of data trustworthiness and reliability throughout its lifecycle.

Grafana Labs provides the leading AI-powered observability platform, built around Grafana—the most widely adopted open source technology for dashboards and visualization. Recognized as a Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms, Grafana Labs supports more than 25 million users and thousands of organizations worldwide, from startups to Fortune 500 enterprises. Grafana Cloud is the open observability cloud, delivering full-stack visibility across modern applications, infrastructure, and digital services. Built on open source, open standards, and open ecosystems, the platform unifies metrics, logs, traces, and profiles into a scalable observability experience that helps teams detect issues earlier, resolve incidents faster, and operate more efficiently. At the core of Grafana Cloud is the open-source LGTM stack: Grafana for dashboards and visualization, Mimir for scalable metrics, Loki for logs, and Tempo for distributed tracing. Native OpenTelemetry and Prometheus support make it easy to collect telemetry from any environment, while hundreds of integrations connect existing systems and tools—allowing organizations to extend observability without vendor lock-in. Grafana Cloud also introduces powerful AI-driven observability capabilities. Grafana Assistant helps teams explore data, investigate incidents, and troubleshoot faster through an intelligent interface built for engineers. Adaptive Telemetry identifies high-value signals and aggregates the rest, helping organizations reduce telemetry costs while maintaining operational insight. With solutions spanning Kubernetes monitoring, application and infrastructure observability, frontend monitoring, database observability, incident response, synthetic monitoring, and performance testing, Grafana Cloud delivers the clarity teams need to move faster and operate with confidence.

Code-Cube.io is an advanced marketing observability platform built to safeguard the accuracy of dataLayers, tags, and conversion tracking across digital environments. It continuously monitors tracking systems to identify issues such as broken tags, missing events, or delayed data collection in real time. By delivering instant alerts, the platform allows teams to resolve problems quickly before they negatively impact campaign performance or analytics reporting. Its automated quality assurance capabilities eliminate the need for manual checks, reducing operational overhead and increasing efficiency. Tools like Tag Monitor provide detailed visibility into tag execution across both client-side and server-side setups, ensuring nothing goes unnoticed. DataLayer Guard enhances this by validating every event, parameter, and value to maintain clean and consistent data streams. The platform supports multi-domain tracking, making it ideal for businesses managing complex digital infrastructures. It helps prevent wasted advertising budgets by ensuring marketing algorithms receive accurate signals for optimization. Code-Cube.io also improves collaboration across teams by offering clear insights into root causes of tracking issues. With enterprise-grade reliability and GDPR compliance, it meets the needs of global organizations. The platform is trusted by leading brands to maintain data integrity at scale. Overall, Code-Cube.io enables businesses to operate with confidence by turning unreliable tracking into a dependable foundation for growth.

Gearset is an enterprise‑grade Salesforce DevOps platform designed to help teams apply best practices throughout their entire release process. It offers comprehensive tooling for metadata and CPQ deployments, automated pipelines, testing, code scanning, sandbox data management, backup and archive solutions, and deep observability, giving teams unrivaled oversight and control. More than 3,000 companies, including global leaders like McKesson and IBM, depend on Gearset to deliver securely at scale. By providing governance features, integrated audit logs, SOX/ISO/HIPAA support, parallel workflows, embedded security scanning, and compliance with ISO 27001, SOC 2, GDPR, CCPA/CPRA, and HIPAA, Gearset delivers the security and compliance enterprises need — while staying fast to adopt and easy to use. This balance of power and simplicity makes Gearset the platform of choice for organizations in highly regulated industries.

InEight gives owners and contractors integrated project controls software to deliver capital construction with confidence. The modular platform supports flexible implementation, scaling from large, complex projects to capital portfolios worth billions, with purpose-built applications for every phase from pre-planning through execution and completion. With cost, schedule, contracts, and project information connected in one platform, leadership gets real-time visibility and advanced analytics for smarter decisions, while project teams standardize best practices, manage budgets and forecasts, and control scope changes. Companies in more than 60 countries manage over $1 trillion in projects with InEight, across mining, nuclear, power and renewables, transportation, water, and oil, gas, and chemical. For businesses whose results depend on predictable project delivery, InEight keeps even the most complex capital work on track.

Propel is a modern, AI-powered product management platform built for today’s manufacturers. It brings Product Lifecycle Management (PLM), Quality Management System (QMS), Product Information Management (PIM), and robust supplier management together in one cloud-based solution, giving teams a single, always-accurate view of their products across the entire lifecycle. With AI embedded directly into the platform through Propel One, teams can automate routine tasks, surface insights faster, and make more confident decisions using real product and quality data. AI helps reduce manual effort, identify risks earlier, and keep work moving across change management, quality events, and product operations. Propel replaces spreadsheets and disconnected systems with a governed digital product record that spans engineering, quality, operations, supply chain, and product teams. Built-in workflows standardize change control, streamline quality processes, and support compliance without slowing teams down. Every update and approval is tracked with full traceability, helping manufacturers reduce errors, shorten cycle times, and improve cross-functional collaboration. Trusted by medical device, high tech, and industrial manufacturers, Propel is designed for complex products and regulated environments. The platform scales easily as products, teams, and requirements grow, providing a strong foundation for long-term innovation. Propel delivers enterprise-grade security and reliability through its architecture on the Salesforce platform, including robust data protection and access controls. Customers do not need to be Salesforce users to benefit from Propel’s security and capabilities. Propel has been recognized by Deloitte as a fast-growing technology company and named to the Inc. 5000 list of fastest-growing private companies, reflecting strong customer adoption and momentum helping manufacturers modernize how they build, manage, and deliver products.

Approximately 25 million engineers are employed across a wide variety of specific roles. As companies increasingly transform into software-centric organizations, engineers are leveraging New Relic to obtain real-time insights and analyze performance trends of their applications. This capability enables them to enhance their resilience and deliver outstanding customer experiences. New Relic stands out as the sole platform that provides a comprehensive all-in-one solution for these needs. It supplies users with a secure cloud environment for monitoring all metrics and events, robust full-stack analytics tools, and clear pricing based on actual usage. Furthermore, New Relic has cultivated the largest open-source ecosystem in the industry, simplifying the adoption of observability practices for engineers and empowering them to innovate more effectively. This combination of features positions New Relic as an invaluable resource for engineers navigating the evolving landscape of software development.

OfficeSpace Software is the #1 AI Operating System for the Built World, helping organizations plan, manage, and optimize their physical workplaces. The platform simplifies workplace operations by unifying space planning, desk and room booking, interactive wayfinding, visitor management, asset tracking, and workplace analytics in a single system. By connecting real-time data, predictive insights, and automation, the platform gives teams visibility into how workplaces perform and where improvements can be made. Facilities, HR, IT, and Corporate Real Estate teams use it to support hybrid work, improve space utilization, streamline operations, and enhance the employee experience while reducing operational costs. Trusted by global enterprises, OfficeSpace is a leading solution in Workplace Experience technology, providing a scalable foundation for connected, efficient, and data-driven workplaces built for the future of work.

Gemini Enterprise Agent Platform is an advanced AI infrastructure from Google Cloud that enables organizations to build and manage intelligent agents at scale. As the evolution of Vertex AI, it consolidates model development, agent creation, and deployment into a unified platform. The system provides access to a diverse library of over 200 AI models, including cutting-edge Gemini models and leading third-party solutions. It supports both low-code and full-code development, giving teams flexibility in how they design and deploy agents. With capabilities like Agent Runtime, organizations can run high-performance agents that handle long-duration tasks and complex workflows. The Memory Bank feature allows agents to retain long-term context, improving personalization and decision-making. Security is a core focus, with tools like Agent Identity, Registry, and Gateway ensuring compliance, traceability, and controlled access. The platform also integrates seamlessly with enterprise systems, enabling agents to connect with data sources, applications, and operational tools. Real-time monitoring and observability features provide visibility into agent reasoning and execution. Simulation and evaluation tools allow teams to test and refine agents before and after deployment. Automated optimization further enhances agent performance by identifying issues and suggesting improvements. The platform supports multi-agent orchestration, enabling agents to collaborate and complete complex tasks efficiently. Overall, it transforms AI from a productivity tool into a fully autonomous operational capability for modern enterprises.

Epicor Connected Process Control (CPC) enables manufacturers to digitize and standardize production processes through a flexible no-code/low-code manufacturing platform. Combining digital work instructions, operator guidance, process control, and real-time data collection, CPC helps teams improve execution, reduce errors, and maintain consistent production across assembly and manufacturing operations. With support for connected equipment and shop floor devices, manufacturers can capture production and quality data directly from operations while gaining greater visibility into performance, defects, rework, and process compliance. Product traceability capabilities provide a detailed history of each product's build and inspection record, supporting quality initiatives and continuous improvement efforts. CPC is well suited for manufacturers managing complex product variations, dynamically presenting operators with the appropriate instructions and process requirements for each build. By connecting people, processes, and production data within a single platform, manufacturers can improve quality, increase operational visibility, and drive more consistent outcomes across the shop floor. Available on-premises or in the cloud, CPC scales from individual production areas to enterprise-wide manufacturing environments.