Cisco New Frontier in AI | JK Tech
Machine Data: The New Frontier in AI
In the rapidly evolving age of AI, machine data is becoming one of the most powerful tools for organizations. From metrics and logs to events and traces – machine-generated information has been largely underutilized. Cisco is pushing forward with solutions to better incorporate this data for AI.
What’s Driving the Shift
- Traditional AI training leans heavily on human-generated content (e.g. text), but many organizations also generate vast amounts of machine data.
- Challenges have included data silos, language mismatches (LLMs often don’t understand machine data) and cost or complexity barriers.
Cisco’s Response: New Tools & Infrastructure
- Launch of Cisco Data Fabric: Designed to make machine data easier to use for AI, even when stored in multiple environments (multi-cloud/hybrid)
- A newly trained Time Series Foundation Model is being open-sourced—useful for forecasting, anomaly detection and automation
- Introduction of a Machine Data Lake to provide persistent, AI-ready storage and analysis
- Other tools, like Cisco AI Canvas aim to help teams collaborate with AI agents in real time on complex scenarios
Why Machine Data Matters More Than Ever
- It’s everywhere: sensor data, devices, industrial IoT, application logs, financial systems, etc.
- When leveraged properly, this data offers competitive advantage – uncovering hidden trends, enabling predictive insights and making automation smarter
Looking Forward
- Open Sourcing models and architectures will help broaden access to machine-data-based AI
- Infrastructure that’s low latency, secure and capable of integrating diverse data types is crucial
How JK Tech Helps Harness Cisco’s Machine Data AI Solutions
JK Tech enables enterprises to harness Cisco’s Data Fabric, Machine Data Lake, and AI-ready infrastructure to unify machine data across hybrid and multi-cloud environments. We ensure secure, PDPA-compliant pipelines that deliver low-latency access to logs, metrics, and IoT data, turning raw machine data into predictive insights and smarter automation. With end-to-end deployment, monitoring, and managed services, JK Tech helps organizations cut costs by eliminating silos, build resilient architectures that scale with data growth, and empower teams with real-time AI collaboration tools — transforming operational efficiency and driving competitive advantage in Singapore’s digital economy.
Contact JK Technology today !
Further Reading & Resources
https://www.hpe.com/us/en/newsroom/blog-post/2025/09/hpe-showcases-the-future-of-ai-and-sports-technology-at-the-2025-ryder-cup.html – Cisco Newsroom
Published by JK Tech – Official Cisco Partner in Singapore
Source: Jeetu Patel (Chief Product Officer), Cisco Systems, Inc.
