What happens when a single enterprise is running on dozens of incompatible systems, speaking dozens of different data dialects? Our team set out to find out, taking on a data fragmentation challenge that spanned multiple sites, systems, vendors and protocols.

Watch this interview with Ryan Halyk, Product Manager for AspenTech Inmation, recorded live on the show floor at ProveIt! 2026.

Industrial organizations are increasingly focused on making operational data accessible across plants, business units and cloud initiatives—yet many data platforms struggle to scale without introducing complexity, cybersecurity risk and high operational overhead.

Industrial data platforms come in many shapes and levels of maturity. The real challenge goes beyond choosing the “right” platform—it's how organizations enable teams to work with what they have.

Industrial leaders understand that AI success depends on more than algorithms, it requires a strong, connected data foundation. While purpose-built Industrial AI can deliver value on its own, organizations that effectively manage and contextualize data are better positioned to scale impact and sustain competitive advantage.

Life science companies face unique challenges in unifying data across clinical and manufacturing systems, especially in highly regulated environments.

A medida que aumentan los ciberataques a los sistemas industriales, muchas organizaciones se ven expuestas debido a infraestructuras obsoletas e integraciones de sistemas fragmentados que dejan amplias superficies de ataque. Una estrategia moderna y segura de gestión de datos es crucial para proteger las operaciones y permitir el crecimiento futuro.

As cyberattacks on industrial systems rise, many organizations are exposed due to aging infrastructure and fragmented system integrations that leave wide attack surfaces. A modern, secure data strategy is critical to protecting operations and enabling future growth.

Las organizaciones industriales a menudo enfrentan el desafío de tener datos dispersos en sistemas antiguos, dispositivos modernos de IoT y plataformas de TI empresariales. Esta fragmentación dificulta el análisis eficaz y la toma de decisiones.

Discover how data models play a crucial role in your company’s digital journey. AspenTech Inmation™ offers both domain-specific and domain-agnostic models—designed to solve targeted use cases or translate across business domains for seamless interoperability.