We harness the power of data for better decision making within an innovative organizational culture, through our team of Data Architects, Data Scientists and Data Engineers.
This evolves into gigantic volumes of data, which using the tools provided by the cloud allows us not only to improve its analysis but also to implement Machine Learning and AI to increase business intelligence.
Virtual health channel that uses cognitive technologies such as artificial intelligence, in order to optimize and speed up the times of health institutions.
Robotic Process Automation (RPA) and Artificial Intelligence that empower a rapid automation of end-to-end business processes and accelerate digital transformation.
This important Argentine energy company chose Nubiral to obtain high-level support for its Oracle solutions and an advanced monitoring system for its critical IT assets.
A single platform and a single visualization to gain efficiency when managing the more than 1,600 devices of this energy company with a solid presence in Latin America and more than 100 years in the industry.
Modernizing DevOps to take agility to the next level
This leading Colombian company in the hydrocarbon transportation and logistics industry is now able to respond quickly to the demands of a fast-moving market.
New data platform with analytics and machine learning
The implementation of Microsoft Fabric enables this company in charge of coordinating the generation, transmission and distribution of power in Argentina to capitalize on the value of its data and even generate new monetization alternatives.
Learn about our architecture that combines at least one public and one private cloud to deliver the highest levels of scalability, flexibility, and performance.
A tour of the main opportunities that arise from a correct and timely migration of workloads to the cloud, and the trends that are being visualized in the cloud universe.
A tour of the main opportunities that arise from a correct and timely migration of workloads to the cloud, and the trends that are being visualized in the cloud universe.
Application migration, optimization, efficiency, security, analytics and implementation services, with the aim of simplifying and accelerating the adoption of the latest IT trends in the market.
We scale to environments with thousands of items monitored simultaneously.
We also capture data of systems and applications over time to make proactive decisions and to anticipate disruptions in business services.
One of the leading banks in Chile utilizes the most advanced AWS services to work on the ingestion, storage, detection, and predictive models of data from cybersecurity intelligence sources.
Secure AI development: Higher value and lower business risk
All about this approach to developing and deploying AI while ensuring ethical, legal, data protection, information security and accountability principles.
Cybersecurity and observability: Keys to achieving digital immunity
Fighting cyber attacks is fundamental to business strategy and essential in the technological development of any organization. How to build an effective strategy?
Secure AI development: Higher value and lower business risk
All about this approach to developing and deploying AI while ensuring ethical, legal, data protection, information security and accountability principles.
As an Advanced Consulting Partner of the AWS Partner Network, we think outside the box, daring to go where no one has gone before.
We constantly challenge ourselves to be better, providing your company with AWS solutions in a holistic and tailored way.
As Cloud Gold Partner, we work together with Microsoft every day to offer our clients the most innovative solutions based on the different microservices and capabilities that the Azure cloud offers.
Our team is constantly training and certifying on Azure’s services.
We scale to environments with thousands of items monitored simultaneously.
We also capture data of systems and applications over time to make proactive decisions and to anticipate disruptions in business services.
Nubiral and Diligent join to present a revolutionary solution that will transform the way organizations manage their GRC (Governance, Risk, and Compliance) processes.
Innovative Blockchain solution with Smart Contracts on AWS
The project focuses on implementing a private blockchain platform to improve transparency, security, and efficiency in deployment and development processes.
We harness the power of data for better decision making within an innovative organizational culture, through our team of Data Architects, Data Scientists and Data Engineers.
This evolves into gigantic volumes of data, which using the tools provided by the cloud allows us not only to improve its analysis but also to implement Machine Learning and AI to increase business intelligence.
Virtual health channel that uses cognitive technologies such as artificial intelligence, in order to optimize and speed up the times of health institutions.
Robotic Process Automation (RPA) and Artificial Intelligence that empower a rapid automation of end-to-end business processes and accelerate digital transformation.
This important Argentine energy company chose Nubiral to obtain high-level support for its Oracle solutions and an advanced monitoring system for its critical IT assets.
A single platform and a single visualization to gain efficiency when managing the more than 1,600 devices of this energy company with a solid presence in Latin America and more than 100 years in the industry.
Modernizing DevOps to take agility to the next level
This leading Colombian company in the hydrocarbon transportation and logistics industry is now able to respond quickly to the demands of a fast-moving market.
New data platform with analytics and machine learning
The implementation of Microsoft Fabric enables this company in charge of coordinating the generation, transmission and distribution of power in Argentina to capitalize on the value of its data and even generate new monetization alternatives.
Learn about our architecture that combines at least one public and one private cloud to deliver the highest levels of scalability, flexibility, and performance.
A tour of the main opportunities that arise from a correct and timely migration of workloads to the cloud, and the trends that are being visualized in the cloud universe.
A tour of the main opportunities that arise from a correct and timely migration of workloads to the cloud, and the trends that are being visualized in the cloud universe.
Application migration, optimization, efficiency, security, analytics and implementation services, with the aim of simplifying and accelerating the adoption of the latest IT trends in the market.
We scale to environments with thousands of items monitored simultaneously.
We also capture data of systems and applications over time to make proactive decisions and to anticipate disruptions in business services.
One of the leading banks in Chile utilizes the most advanced AWS services to work on the ingestion, storage, detection, and predictive models of data from cybersecurity intelligence sources.
Secure AI development: Higher value and lower business risk
All about this approach to developing and deploying AI while ensuring ethical, legal, data protection, information security and accountability principles.
As an Advanced Consulting Partner of the AWS Partner Network, we think outside the box, daring to go where no one has gone before.
We constantly challenge ourselves to be better, providing your company with AWS solutions in a holistic and tailored way.
As Cloud Gold Partner, we work together with Microsoft every day to offer our clients the most innovative solutions based on the different microservices and capabilities that the Azure cloud offers.
Our team is constantly training and certifying on Azure’s services.
We scale to environments with thousands of items monitored simultaneously.
We also capture data of systems and applications over time to make proactive decisions and to anticipate disruptions in business services.
Nubiral and Diligent join to present a revolutionary solution that will transform the way organizations manage their GRC (Governance, Risk, and Compliance) processes.
Innovative Blockchain solution with Smart Contracts on AWS
The project focuses on implementing a private blockchain platform to improve transparency, security, and efficiency in deployment and development processes.
Cybersecurity and observability: Keys to achieving digital immunity
Fighting cyber attacks is fundamental to business strategy and essential in the technological development of any organization. How to build an effective strategy?
Secure AI development: Higher value and lower business risk
All about this approach to developing and deploying AI while ensuring ethical, legal, data protection, information security and accountability principles.
De la mano de lainteligencia artificial (IA) no sólo creció el volumen de datos que manejan las organizaciones. También se hizo más relevante desarrollar capacidades para garantizar la calidad, la privacidad y la trazabilidad de esos datos. En ese sentido, la gobernanza de datos se convierte en una pieza clave de cualquier estrategia digital.
Un buen modelo de gobernanza de datos aporta numerosos beneficios a las organizaciones. Esto se debe a que se ocupa de todos los aspectos relacionados con la seguridad de los datos que alimentan a un modelo. Consecuentemente, también de aquellos que son utilizados por el motor de IA.
En primer lugar, mejora la precisión de los resultados que puede arrojar un modelo, disminuyendo los errores y las alucinaciones. Además, se garantizan respuestas éticas. Todo esto, a su vez, permite a una empresa generar confianza en los usuarios y los clientes. Y, por supuesto, es clave para garantizar el cumplimiento normativo.
Por otra parte, la gobernanza efectiva de datos no solo ayuda a mitigar riesgos, sino que también permite tomar decisiones informadas y eficientes.
Los desafíos para lograr una gobernanza de datos madura son múltiples. Por eso, la presencia de un socio tecnológico comoNubiral puede ser clave en el desarrollo de una estrategia de gobernanza de datos e IA.
Una mirada hacia la gobernanza de datos
La gobernanza de datos se construye a partir de una serie de políticas, procedimientos y controles. Como se mencionó, todos ellos están diseñados para garantizar que los datos sean de alta calidad, seguros y utilizados de manera ética.
Esto se vuelve especialmente relevante en este contexto, en el que IA está siendo adoptada de manera masiva. Precisamente, los modelos dependen en gran medida de la calidad de los datos para generar predicciones precisas.
La calidad de los datos es clave para entrenar modelos de IA efectivos. Si los datos son inexactos o están sesgados, los resultados también lo estarán. Esto podría llevar a malas decisiones con el potencial de afectar la operación o la reputación de la empresa.
En simultáneo, la gobernanza de datos aplicada a IA apunta a resolver los mecanismos para gestionar correctamente la accesibilidad de los datos y asegurar que sean comprensibles.
Principales elementos de gobernanza de datos e IA
Estos son algunos de los elementos destacados de la gobernanza de datos aplicada a IA:
Control de calidad de los datos
Asegura que los datos sean precisos, completos y consistentes. Así, evita entre otros riesgos que los modelos de IA aprendan patrones incorrectos o lleguen a conclusiones erróneas. Es necesaria una implementación de procesos robustos de verificación y validación de datos. Sólo así se tiene la certeza de que se utilizan en el entrenamiento de modelos sólo datos de alta calidad.
Seguridad y privacidad de los datos
Laprotección de la información sensible es uno de los aspectos más importantes en la gobernanza de datos. Es esencial asegurar un manejo responsable de estos datos.
Trazabilidad y transparencia
La trazabilidad permite a las organizaciones rastrear el origen de los datos, cómo se procesaron y cómo se utilizaron en los modelos de IA. Esto tiene importancia en términos de auditoría y compliance. Pero también asegura que los modelos de IA sean transparentes, esencial para generar confianza tanto interna como externa.
Identificación y mitigación de sesgos
Los modelos de IA pueden heredar sesgos a partir de los datos de entrenamiento. Esto constituye un importante riesgo: las respuestas o las decisiones pueden ser injustas o discriminatorias. La gobernanza de datos incluye estrategias para identificar y mitigar estos sesgos. Para eso, se monitorean continuamente los modelos analizando si los resultados son justos y equitativos.
Gestión de metadatos
Los metadatos proporcionan información sobre el contexto, la fuente y la calidad de los datos. Son esenciales para una buena gobernanza. Al gestionarlos, los equipos de datos comprenden mejor el contenido y la procedencia de los datos, lo que facilita su uso adecuado en los modelos de IA.
La gobernanza de datos en el marco de la estrategia GRC
El modelo de gobernanza de datos en IA se debe inscribir en la estrategia GRC (sigas por gobernanza, riesgo y cumplimiento) de la organización.
Recordemos que GRC es un enfoque integral que permite a las empresas operar de manera ética, responsable, segura y conforme a las regulaciones vigentes.
Una estrategia GRC bien implementada refuerza la gobernanza de datos en IA. Además, ayuda a identificar, evaluar y mitigar los riesgos de la IA mediante controles adecuados, auditorías y evaluaciones continuas de los modelos. Y, al mismo tiempo, se establecen procesos para garantizar que el uso de IA respete las regulaciones, con controles y reportes para evitar sanciones.
Conclusiones
La IA es una tendencia irrefrenable. No sólo eso: todo parece indicar que su rol en las decisiones de las empresas será cada vez más relevante.
En este contexto, la gobernanza de datos es fundamental para garantizar que los modelos sean seguros, éticos y confiables. Las organizaciones que logren implementar una gobernanza de datos sólida alcanzarán el tridente ideal: obtener valor de la tecnología, proteger la reputación y cumplir con las normativas legales.
¿Tu empresa ya desarrolló un marco de gobernanza de datos? ¡Agenda tu reunión!