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The Embedded Architect vs the alternatives
Honest, side-by-side breakdowns for deciding how to ship an AI feature — each one names, plainly, when the other option is the better call. The reference behind every engagement is wintura.ai, live.
Staff augmentation vs Embedded Architect
Staff augmentation rents you hours; the Embedded Architect ships a scoped outcome with senior review. When each one fits.
Hiring in-house vs Embedded Architect
Hiring is right for permanent core work; for an AI capability you need shipped now, the timeline and cost rarely favour a hire. The honest comparison.
AI velocity pods vs Embedded Architect
'AI velocity pods' are multi-person squads sold by larger vendors. The Embedded Architect is one senior architect deep in one product. When each fits.