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AI-seeded question · Simulated personaPublished seed batch · english_alignment_v1

No live Battle or provider API call was used for this content-only seed.

AI-seeded questionEngineering & AI

GraceML Platform Lead · 32 · SeoulSimulated persona · Six weeks from product launch

Our support assistant uses one frontier model and answers 96% of test cases, but its rare outages are expensive. With six weeks until launch, should we build a multi-model router now or ship one primary model with simpler fallbacks?

Reasoning pattern: production design choice under launch pressure

Relay AnswerEditorial synthesis · independent checking not run

Relay Answer

Ship a primary model with deliberately simple, tested failure paths unless your evaluation shows a second model catches important errors the first model does not. Add timeouts, bounded retries, cached safe responses, retrieval-only fallback for supported cases, explicit abstention, and a manual escalation path. A router adds policy, prompt, evaluation, observability, and incident complexity that six weeks may not absorb. Design the interface so a second provider can be added later, and run it in shadow on a small eval set before routing live traffic.

Watch out

A fallback helps only if its failures are sufficiently independent; two providers may share upstream dependencies, knowledge gaps, or correlated prompt failures.

What could change this answer

Measured outage frequency and cost, error correlation between providers, contractual availability, and a shadow evaluation showing the fallback preserves quality and policy compliance.

Disagreement preview

A resilience view wants provider redundancy before launch; a simplicity view says an untested router can create more silent quality and operational failures than it prevents.

What all models may have missed

Failover can change data residency, retention, safety behavior, and answer style. Reliability is not just uptime if the fallback violates a customer or compliance promise.

Full Battle

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