Billing plays a crucial role in customer satisfaction, as accurate and transparent invoicing can build trust, while missteps can lead to frustration. Orb emphasizes flexibility in billing solutions, recently introducing item-scoped credits, which allow businesses to specify which products or features a credit can be applied to, enhancing transparency and alignment with customer value. With the rising popularity of credits as a monetization strategy for AI products, item-scoped credits address the need for clarity and precision in credit allocation, benefiting both sales-led teams with more precise contract negotiations and product-led companies seeking to enhance customer loyalty through clear, value-driven pricing. Baseten, a company that deploys and scales ML models, exemplifies the real-world impact of this feature, as it allowed them to maintain pricing clarity and successfully launch multiple products. This approach aligns with Orb's philosophy that flexibility in billing not only enhances customer experience but also serves as a competitive advantage in the evolving AI monetization landscape.