Toxic culture and unsustainable workload lead to burnout - ML Engineer Giggso Employee Review

Organizational Assessment: Operational and Cultural Challenges 1. Unsustainable Workload and Scope Excessive Capacity Demands: The expectation of an 8-hour commitment to client work alongside 7 hours of internal product development (15-hour daily total) is unsustainable and creates a high risk of burnout. Misaligned Expectations for Early-Career Talent: Requiring entry-level staff to independently architect and maintain production-grade systems capable of high traffic—while handling client communications—lacks appropriate mentorship and support structures. 2. Structural Deficiencies and Lack of Guidance Absence of Technical Mentorship: There is a critical lack of senior subject matter experts to provide technical guidance, leading to slower development cycles and increased technical debt. Inadequate R&D and Planning: Management frequently fails to provide the necessary research or scope definition required for complex tasks. This lack of upstream clarity inevitably leads to failure in testing environments, which is then unfairly attributed to individual contributors. 3. Toxic Management and Organizational Culture Mismanagement of Accountability: The leadership team exhibits a pattern of "finger-pointing" when organizational deadlines are missed. There is a disconnect between management’s responsibilities and the accountability assigned to individual team members. Disproportionate Management Overhead: With a 20-person management team in a 50-person company, the organization is top-heavy. This creates a culture characterized by excessive internal politics, shifting goalposts, and "third-eye" decision-making that prioritizes speculative pivots over execution. Unfair Performance Punitive Measures: The threat of Performance Improvement Plans (PIPs) and salary deductions as a reaction to management-driven failures (rather than performance issues) creates an environment of fear rather than productivity.