An initial role as a technician building parts can provide design engineers with a critical understanding of manufacturability often missed in university. This hands-on experience, including breaking tools, teaches practical DFM principles and builds confidence.

True AI design optimization is a multi-objective problem that must include manufacturing constraints from the outset. Rather than creating theoretically perfect but unbuildable parts, effective systems embed rules for processes like stamping, ensuring every generated design is viable for production.

For field trials, Rainbird creates 'production intent' parts using 'soft tooling'—cheaper, lower-volume molds made from softer steel. Unlike 3D prints, these parts have the same manufacturing limitations as the final product, providing far more realistic feedback on form, fit, and durability before investing in expensive production molds.

Moving from software to physical goods is a 'night and day' difference for a PM. Key challenges include long development cycles, the inability to push updates post-launch, and the need to translate designs for human builders on a manufacturing line, not just developers.

A common Design for Manufacturability (DFM) error is specifying features like tiny chamfers or internal cuts that look feasible when a part is magnified on a CAD screen. In reality, these features are often physically impossible for a tool to access or create, necessitating direct communication with the machinist.

To ensure a smooth transition from development to production, an operations or manufacturing SME must be part of the design process from the start. Otherwise, products are developed without manufacturability in mind, leading to expensive, reactive fixes and subjective quality control during scale-up.

You can quickly gauge if a manufacturing process was rushed into production by checking for in-process quality control measures. The absence of tools like vision systems or torque testers indicates a lack of thought given to measuring and controlling critical process parameters.

At American Housing Corp, engineers who design components also manufacture them in the factory and assemble them in the field. This forces them to experience the "pain" of their design decisions firsthand, creating a rapid, visceral feedback loop that leads to faster and more effective product improvements.

Manufacturing excellence is predetermined by how easily a product can be assembled. The product and its manufacturing line must be designed in parallel. If you wait to consider manufacturing until after the design is complete, you will have engineered in inefficiencies that are costly or impossible to fix.