# Risk

- Not a fit for products with infrequent or static release cycles
- Limited relevance where regression risk is low or releases are rare
- Not intended for environments where validation is intentionally manual
- Not a fit for teams without production monitoring or release visibility
- Limited relevance for products with low usage or low change frequency
- Not a fit for short-term or tactical quality fixes
- Limited relevance for early-stage products
- Not intended for organizations unwilling to evolve quality practices