Keep the product's quality anchor.
Your application still asks for the model it trusts today. MargIQ treats that as the fallback whenever confidence is not earned.
Product
MargIQ learns recurring request patterns inside production workflows, weighs cost, latency, quality, and risk, then chooses from your available models. Routine paths can cost less while consequential paths keep the strength they need.
Security escalations stay protected as a safety guard.
Decision anatomy
Your application still asks for the model it trusts today. MargIQ treats that as the fallback whenever confidence is not earned.
Repeated support triage, agent substeps, extraction, and review patterns become business workflow profiles that teams can inspect.
MargIQ selects from the models your application has made available. Unusual or sensitive work remains protected by the requested model.
Control surface
MargIQ applies routing paths when workflow evidence is strong.
MargIQ measures savings and latency opportunity without changing execution.
MargIQ leaves that workflow untouched when teams need a hard exclusion.
Outcomes