Is 100,000 RMB enough to build an AI camera prototype? This is often the first question asked by entrepreneurs or internal project teams. The answer is: yes, but only if you first clarify what you mean by "prototype."
If you mean an engineering prototype that can run complete functions for demonstration or small-scale validation, a 100,000 RMB budget is realistic and feasible. Breaking it down, hardware is the biggest cost. An industrial-grade or entry-level AI camera module, along with the optical lens, enclosure, cooling, and necessary interface boards, may cost between 2,000 and 4,000 RMB per unit during the prototype batch stage. For three to five validation units, it is not hard to keep the total hardware investment within 10,000 to 20,000 RMB. The remaining budget is largely spent on "people."
The real cost is development time. An embedded engineer who can use an NPU or GPU to run models, process image streams, and output results has a market salary of about 20,000 to 30,000 RMB per month. If you start from scratch to write drivers, tune algorithms, and adapt the system, two months of work can already cost close to 60,000 RMB. So essentially, 100,000 RMB buys a development cycle of two to three months. The good news is that most SoC vendors now provide mature SDKs and reference designs, so many low-level problems don't need to be reinvented, saving considerable time.
Of course, there are several pitfalls to avoid in advance. First, don't pursue extreme performance. If you try to cram high frame rates, high resolution, and multiple parallel algorithms into 100,000 RMB, the budget will quickly get out of control. Focus on one core scenario, such as face recognition or simple object detection, and make the results solid enough to convince investors or clients. Second, don't ignore hidden costs. Making PCB prototypes, purchasing small quantities of components, and renting test equipment are scattered expenses that are easy to underestimate. It is advisable to set aside around 10,000 RMB as contingency funds. Third, if no one on the team has embedded development experience, outsourcing part of the low-level work is a reasonable choice, but you need to reserve time for integration and iteration.
All in all, completing an AI camera prototype with 100,000 RMB is a "tight balance." It is not a generous budget, but it is definitely sufficient. The key lies in trade-offs and planning. If you are hesitating at this budget level, try making a requirements list and cutting out all the "we'll think about it later" features. You'll find things become clearer than you imagined. A prototype is never the end goal; it simply lets you prove, at the lowest cost, that something is worth continuing.