Pros
Opportunity to work on individual projects with flexibility in choosing technologies.
End-to-end ownership — from research and development to production deployment.
Strong exposure to building solutions from scratch, which enhances learning.
Freedom to experiment and implement innovative ideas.
Kontras
Lack of clear product management processes and structured workflows.
Greater requirement for experienced software developers compared to AI/ML roles.
Management could benefit from deeper technical understanding of software architecture, SDLC, and product lifecycle.
Frequent changes in requirements and deadlines, with limited structured product utilization post-development.