Developing vision algorithms on the Rockchip RK3588 chip is nothing new these days. The chip offers sufficient computing power and a complete set of interfaces, with its NPU and ISP resources standing out among similar products. However, precisely because so many people are using it, whether an actual project succeeds smoothly often depends not on the chip itself, but on the development team you choose behind it.
Many clients initially tend to compare price and delivery time, but those who have actually worked on RK3588 projects will tell you that the differences between algorithm companies in the vision field go far beyond the few numbers on a quote. The core gap lies in the depth of understanding of the platform. Although the RK3588 is powerful, its NPU is not a simple "throw the algorithm in and it runs at full speed" kind of hardware. It requires operator mapping, memory layout adjustments, and sometimes even splitting a large model into multiple sub-models for coordinated scheduling. An experienced team will proactively help you evaluate these issues rather than waiting until integration problems arise to hastily modify the architecture.
In addition, when evaluating whether a vision algorithm company is worth cooperating with, you can focus on three dimensions. First, whether they have actually delivered mass-production projects on the RK3588, especially those with demanding conditions such as complex lighting, occlusion, and dynamic scenes. Second, whether their algorithm optimization capabilities are backed by real measured data, such as frame rate, power consumption, and stability, rather than impressive but hollow PPT metrics. Third, whether they have the ability to handle end-to-end coordination from camera selection, image capture, and host computer communication, because vision algorithms have never been something that ends once the model is ready. Hardware adaptation and on-site debugging often determine the final experience.
Another easily overlooked point is whether the team's verbal promises match their written documentation. Requirement changes are inevitable during development, and a reliable team will clearly define interface boundaries and deliverable specifications in advance, instead of saying "no problem" to everything only to leave things vague in the end. You can ask them to create a small three-day demo and run it against a real-world scenario. That is far more useful than a whole day of discussion. After all, the RK3588 already gives us ample room to work with. The remaining question is whether your partner can turn it into a stable, genuinely useful product.