Feature factories are not a product problem; they’re an organizational one
1. Feature factories are a symptom, not the cause
A situation where shipping features itself becomes the goal is closer to the result of adapting to the organizational environment than to individual judgment failure.
- If you only blame PMs or team members for lacking capability, coaching and processes may increase, but the conditions that create the same behavior remain.
- People move in line with what the organization actually evaluates and rewards, not what it says is important.
2. Organizations choose outputs that are easier to control
Changes in customers and business are uncertain, but roadmaps and release schedules seem like manageable targets.
- Release count and meeting deadlines are easy to verify quickly, so they are easy to recognize as performance.
- Customer behavior or business performance takes time and is hard to clearly separate by cause, so they fall behind in priority.
- There is also an imbalance of authority and responsibility, where leadership predefines the solution and delivers it, then asks the team to take responsibility for the result.
3. The more you raise problems, the higher the cost becomes
Actions to stop features or revalidate hypotheses can be seen as schedule delays and resistance rather than rational judgment.
- For team members, making the predefined feature becomes a safer choice than redefining the problem.
- These added features increase experience debt and system complexity, slowing down the next work.
- The slowed pace then leads to demands for even faster releases, reinforcing the vicious cycle of feature production.
4. What needs to change is the operating system, not the team
To move beyond the feature factory, goals, authority, rewards, and feedback structures must be changed together, rather than just the work process.
- The goal should be customer behavior change, business performance, and the quality of learning, rather than output volume.
- Teams should be given the problem to solve and decision-making authority, not a fixed solution.
- Product, design, and leadership need a habit of aligning on the problem and success criteria before discussing new features.
