1. Gather sources and extract data. We gather data from approved, publicly available sources, ensuring fair and transparent sources
2. Quality check. Data undergoes a 15,000-point quality inspection to ensure completeness, accuracy, and correctness
3. Enrich and calculate insights. Where we are unable to obtain source data, we enrich with our intellectual property, and calculate more than 1,000 supply and cost data points per mine
4. Quality check. Our model outputs undergo an expert evaluation to ensure results are accurate and meaningful
5. Generate reports and analysis. We generate meaningful and useful insights to answer key questions on commodity demand, supply, and cost
6. Quality check. Prior to publication, our team ensures the final product is ready for users
7. Publish and load data and insights to tools. We deliver our insights through an interactive portal, ensuring users can quickly and accurately find the content they require