Moving upmarket
The product was selling. Commercial customers needed something different.
The situation
I recently spoke with the founder of a company that has spent years building and selling a computer vision hardware platform.
The company started through a crowdfunding campaign and developed a following among hobbyists. The early product had plenty of problems, but they kept improving it. Customers reported bugs and requested features, new processors became available, and each generation became more capable.
Over time, the products found a real audience and sold thousands of units.
The plan
For much of the early launch period, the approach was to keep making the technology better.
The team fixed bugs, responded to feature requests, and took advantage of more capable processors as they became available. They added memory, improved image quality, introduced swappable camera sensors, and continued expanding what the platform could do.
The founder described those early decisions as making the technology "bigger and better" while figuring things out along the way. Marketing largely meant showing up in hobbyist communities, processing orders, and continuing to sell the hardware.
That approach worked for years.
Where uncertainty remained
Eventually, the market around them began to change.
Low cost camera and processor products were becoming widely available. The founder remembers seeing competing products selling for less than it would cost his company to make something comparable. Their products offered more performance and support, but competing at the low end of the market was becoming increasingly difficult.
At the same time, the founder had stepped away from the business to focus on another job, and revenue had been declining. When that company shut down, he decided to return to his own company full time. He believed a new generation of AI processors was coming and wanted to pursue what the platform could become.
Going full time also meant the business now needed to support him. That forced him to think differently about what came next.
What needed to be proven first
The founder began asking what they needed to build for commercial customers to buy in volume.
They had already heard some of the answers from customers. Commercial users wanted capabilities such as Wi-Fi, Bluetooth, Ethernet, low power operation, more onboard flash, and other functionality that would allow the hardware to operate as part of a larger system.
The team began incorporating those needs into the product. That pushed the price higher and slowed the sales rate, and the founder is still candid that he doesn't know whether every decision was right.
Over time, commercial customers began engaging differently. Some were willing to pay the company to develop functionality that was still missing.
The pattern
One thing I found interesting about this story is that the company's original approach worked.
Eventually, the question shifted from what would make the technology more capable to what commercial customers needed before they could use it in their own products and buy it in volume. That led to customers willing to pay to help close the remaining gaps.
If you're in a similar spot
If you have a hardware product that people already buy, it can be useful to look at what those sales are proving.
The features that make a product valuable to your current customers may be different from what a commercial customer needs before they can build around it and buy in volume.
