# RT Insights

> Analysis and market insights on real-time analytics including Big Data, the IoT, and cognitive computing. Business use cases and technologies are discussed.

RTInsights is an independent, expert-driven web resource that is singularly focused on helping senior business and IT professionals accelerate their business with real-time insights.

## Topics

- [IoT](https://www.rtinsights.com/category/internet-of-things/)
- [Real-Time Analytics](https://www.rtinsights.com/category/analytics/)
- [Artificial Intelligence](https://www.rtinsights.com/category/ai-machine-learning-cognitive-computing/)
- [Big Data](https://www.rtinsights.com/category/big-data/)
- [Industries](https://www.rtinsights.com/category/industry-insight/)
- [Use cases](https://www.rtinsights.com/category/use-cases/)
- [Reports](https://www.rtinsights.com/category/special-reports/)
- [Blockchain](https://www.rtinsights.com/category/tools-and-tactics/blockchain-technology/)
- [Cloud technologies](https://www.rtinsights.com/category/cloud/)
- [Data integration tools](https://www.rtinsights.com/category/tools-and-tactics/data-integration-tools/)
- [Decision management](https://www.rtinsights.com/category/decision-management/)
- [In-memory computing](https://www.rtinsights.com/category/tools-and-tactics/in-memory-computing/)
- [Intelligent integration and BPM](https://www.rtinsights.com/category/intelligent-integration/)
- [IIC Testbeds](https://www.rtinsights.com/category/iic-testbeds/)
- [Videos](https://www.rtinsights.com/category/videos/)
- [Events](https://www.rtinsights.com/events/)

## Recent articles

- [Real-time Analytics News for the Week Ending October 24](https://www.rtinsights.com/analytics/real-time-analytics-news-for-the-week-ending-october-24.md): In this week's real-time analytics news: NVIDIA and its partners made multiple announcements at its NVIDIA GTC conference, held this week in Berlin.
- [The Safest AI Strategy May Be the One That Lets Employees Use It](https://www.rtinsights.com/artificial-intelligence/the-safest-ai-strategy-may-be-the-one-that-lets-employees-use-it.md): That balance between access and control will become even more important as AI becomes part of everyday work. The safest AI environment may ultimately be the one where employees have every reason to stay inside.
- [AI-Native Engineering Won’t Scale Without Two Things: Better Harnesses and Better Judgment](https://www.rtinsights.com/ai-native-engineering-wont-scale-without-two-things-better-harnesses-and-better-judgment.md): AI-native engineering is changing how software is built. Its long-term success will depend on the quality of the systems that govern them.
- [Real-time Analytics News for the Week Ending October 17](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-october-17.md): In this week’s real-time analytics news: The Apache Software Foundation (ASF) announced that Apache Auron, Apache Reqsign, and Apache ResilientDB have become Top-Level Projects (TLPs).
- [Is Sovereign Cloud Really Sovereign?](https://www.rtinsights.com/is-sovereign-cloud-really-sovereign.md): U.S. hyperscalers’ sovereign clouds keep data in-country, but the CLOUD Act can still reach it. See why demand for homegrown providers is growing.
- [Agentic AI in the Enterprise: A Real-World Deployment Example](https://www.rtinsights.com/agentic-ai-in-the-enterprise-a-real-world-deployment-example.md): A real-world approach to unlocking agentic AI’s value must center on identifying actual business problems, then building unified agentic platforms that can address them.
- [Real-Time Models Can Fail Silently While Every Dashboard Stays Green](https://www.rtinsights.com/real-time-models-can-fail-silently-while-every-dashboard-stays-green.md): If a real-time model is trusted enough to act without human review, it is important enough to fund the monitoring that proves it still works.
- [Real-time Analytics News for the Week Ending October 10](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-october-10.md): In this week’s real-time analytics news: OpenMatter Network announced the release of a proposed standards document, Zero-Knowledge Boundary Compliance for Autonomous Agents, for public comment.
- [The Rush of Autonomous AI Agents Hits the Wall of Enterprise Governance](https://www.rtinsights.com/the-rush-of-autonomous-ai-agents-hits-the-wall-of-enterprise-governance.md): The rush toward fully autonomous agents is running straight into a wall that market speculation ignores: enterprise governance.
- [AI Governance Must Move Into the Real-Time Execution Layer](https://www.rtinsights.com/ai-governance-must-move-into-the-real-time-execution-layer.md): Governance must move out of reporting layers and into the execution loop itself. That way, the right control mechanisms run before an action executes, rather than afterward.
- [Real-time Analytics News for the Week Ending October 3](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-october-3.md): In this week’s real-time analytics news: The Eclipse Foundation announced the formation of the Sovereign AI Foundation.
- [Enterprises Don’t Need Bigger AI Models. They Need Better AI Architecture.](https://www.rtinsights.com/enterprises-dont-need-bigger-ai-models-they-need-better-ai-architecture.md): In enterprise AI, bigger models may unlock capability. But better architecture turns that capability into business value.
- [How Quantum Could Transform AI and What Businesses Should Do to Prepare](https://www.rtinsights.com/how-quantum-could-transform-ai-and-what-businesses-should-do-to-prepare.md): Quantum will likely make AI systems vastly more powerful than ever before, while also drastically reducing their costs.
- [Real-time Analytics News for the Week Ending September 26](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-september-26.md): In this week’s real-time analytics news: Teradata announced a major evolution of Tera, transforming it into an agentic coworker for enterprise data work.
- [Connected Evidence Is the Foundation of Trusted CX Decisions](https://www.rtinsights.com/connected-evidence-is-the-foundation-of-trusted-cx-decisions.md): Customer signals arrive continuously, but decisions still move slowly. AI becomes useful only when evidence is connected, traceable, and tied to specific business actions.
- [Why AI Infrastructure Has Become a Networking Problem](https://www.rtinsights.com/why-ai-infrastructure-has-become-a-networking-problem.md): The next phase of AI infrastructure will be defined less by peak compute availability and more by how well systems can keep that compute actually working.
- [Real-time Analytics News for the Week Ending September 19](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-september-19.md): In this week’s real-time analytics news: MLCommons announced new results for its industry-standard MLPerf Inference v6.1 benchmark suite.
- [Defining Success in Enterprise AI Deployments: Why Real-time Context and Governance Matter More than Autonomous Agents](https://www.rtinsights.com/defining-success-in-enterprise-ai-deployments-why-real-time-context-and-governance-matter-more-than-autonomous-agents.md): The most effective agentic systems combine real-time operational context with structured oversight, allowing organizations to automate incrementally, maintain control, and ensure decisions remain accurate, compliant, and aligned with evolving business conditions.
- [From Sovereignty to Scale: How a Network Layer Transforms AI at the Edge](https://www.rtinsights.com/from-sovereignty-to-scale-how-a-network-layer-transforms-ai-at-the-edge.md): Strategic edge deployments are becoming increasingly crucial to sustaining the future of AI at the enterprise level. Such an approach offers a way to improve model performance, maximize the returns of AI investments, and allow for deployment in hyper-sensitive use cases.
- [Real-time Analytics News for the Week Ending September 12](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-september-12.md): In this week’s real-time analytics news: Tools to help enterprise AI agents work better and more efficiently are on the rise.
- [The Democratization of AI: Why No-Code Is the Bridge Between AI Capability and Business Execution](https://www.rtinsights.com/the-democratization-of-ai-why-no-code-is-the-bridge-between-ai-capability-and-business-execution.md): The next stage of AI democratization offers powerful capabilities to more people. No-code platforms make those capabilities usable inside real business processes.
- [Why Telemetry Pipelines Are the Next Enterprise Control Plane](https://www.rtinsights.com/why-telemetry-pipelines-are-the-next-enterprise-control-plane.md): AI introduces new categories of telemetry requirements: instrumenting and collecting for AI workloads, capturing prompt and response data, evaluating model effectiveness, and enforcing compliance around what data is being transmitted to which models.
- [Exploring the Sovereign AI Aspects of Inference Servers](https://www.rtinsights.com/exploring-the-sovereign-ai-aspects-of-inference-servers.md): To meet performance and latency demands, enterprises are placing AI inference servers closer to the data and users. The location of a server often introduces sovereignty issues.
- [Real-time Analytics News for the Week Ending September 5](https://www.rtinsights.com/real-time-analytics-news-for-the-week-ending-september-5.md): In this week’s real-time analytics news: MLCommons announced the results of its MLPerf Storage v3.0 benchmark suite tests.
- [Why Bigger AI Models Don’t Always Deliver Better Cybersecurity Outcomes](https://www.rtinsights.com/why-bigger-ai-models-dont-always-deliver-better-cybersecurity-outcomes.md): As AI becomes more embedded in real-time security workflows, the right model for any job is the one that helps teams make better decisions faster, with less noise, fewer false assumptions, and clearer paths to action.

## Popular articles

- [Building Resilient and Sustainable Industries With AI, IoT, Software-Defined Systems, and Digital Twins](https://www.rtinsights.com/building-resilient-and-sustainable-industries-with-ai-iot-software-defined-systems-and-digital-twins.md)
- [Why Workforce Preparedness Determines Digital Transformation Success](https://www.rtinsights.com/why-workforce-preparedness-determines-digital-transformation-success.md)
- [Cybersecurity’s Next Evolution: How MCP Is Rewiring Training for the AI Era](https://www.rtinsights.com/cybersecuritys-next-evolution-how-mcp-is-rewiring-training-for-the-ai-era.md)
- [Why Data, Not Tech, Drives Digital Transformation](https://www.rtinsights.com/why-data-not-tech-drives-digital-transformation.md)
- [Beyond Dashboards: How Retailers Are Turning Conversations into Customer Insights](https://www.rtinsights.com/beyond-dashboards-how-retailers-are-turning-conversations-into-customer-insights.md)
- [Traditional Business Intelligence Isn’t Dying. It’s Dead](https://www.rtinsights.com/traditional-business-intelligence-isnt-dying-its-dead.md)
- [Leveraging Connectivity and Predictive Analytics to Proactively Service Products in the Field (Special Report)](https://www.rtinsights.com/leveraging-connectivity-and-predictive-analytics-to-proactively-service-products-in-the-field-special-report.md)

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