Modern QA2026Choosing the Right Model: Decision Framework
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1.3Choosing the Right Model: Decision Framework

Factor Points Toward Centralized Points Toward Embedded Points Toward Hybrid
Company size 200+ engineers Under 50 engineers 50-200 engineers
Product architecture Monolith or tightly coupled services Independent microservices Mixed
Regulatory requirements Heavy (healthcare, finance) Light (consumer tech) Moderate
QA maturity Low (need to establish standards) High (teams self-govern) Growing
Developer testing culture Weak Strong Developing
Number of QA engineers 10+ Under 5 5-15