Boost AI success with enhanced data quality
Ensure AI success with trusted, high-quality data. Identify and resolve data challenges to build a foundation for reliable, accurate, and actionable AI outcomes.
Overcome challenges for AI success
Empower your AI initiatives with structured governance, ensuring reliable data, compliant processes and scalable frameworks for success.
AI needs clean, contextual data. Immature systems and poor cataloging cripple readiness and limit meaningful outcomes.
Drill into AI data readiness
Discover the depth of what erwin Data Intelligence can offer for AI initiatives. For a start, with data lineage, gain at-a-glance insights and drill-down details into data sources, transformations, and flows critical to AI models. Assess data quality at every stage and stay informed about sensitive data. This is just one example of how we support your AI journey—there’s so much more to explore.
FAQ
Unstructured data like customer reviews and social media posts is packed with potential, but it's hard to get real value without the right tools. Off-the-shelf AI is great, but it doesn't know YOUR business. A Business Information Model (BIM) in erwin Data Modeler changes that. It adds the context of your unique taxonomy, processes, and rules, turning that raw data into powerful insights. Suddenly, you're not just swimming in data, you're steering with it.
Inconsistent data or "data drift" can make your AI unreliable, leading to bad decisions and costly mistakes. erwin by Quest helps you take control. With erwin Data Modeler, you enforce data standards, while erwin Data Intelligence automatically catalogs, profiles, and monitors your data. This helps you detect and fix data drift before it causes problems, ensuring your AI is always delivering accurate and trustworthy results.
Over time, AI models can "drift" and become less accurate due to changes in data or the real-world concepts they're supposed to reflect. To fight this drift, you need to detect it early. erwin Data Intelligence monitors your models and sends alerts when drift is detected. This keeps your AI performing at its best and ensures your insights stay reliable.
Make it automatic and minimize your risk! Unclear governance across systems increases the chance of non-compliance and misalignment, especially with today's hybrid setups. But governance is about people and process, not just technology. erwin Data Intelligence helps you build it in by automatically cataloging, classifying, and monitoring data across systems, ensuring consistent policies and standards. Leverage governance as the key to scalability. Align governance with enterprise models with erwin Data Modeler and centralize governance policies across platforms with erwin Data Intelligence.
Limited testing increases the risk of costly mistakes in production. Instead, create a safe space for experimentation. Build a "bronze, silver, gold" sandbox framework for your AI development. erwin Data Intelligence helps you monitor the data and models used at each stage, ensuring responsible development and reliable results when you go live.
Start with a clear target! AI is a powerful tool, but it needs direction. Make sure your team has identified specific business objectives before diving into AI development. erwin can then help you visualize how your AI initiatives connect to those goals and clearly define how your data assets support specific business use cases. This alignment ensures your AI investments deliver measurable impact and drive real business outcomes.
Ready to enhance your AI training data?
Explore how integrated data quality automation can help you see, understand and boost the quality of your data.