CCAR-P practice › Integration · Question 40 of 110

Integration

A fraud-screening step inside a checkout flow must return an allow, deny or review decision in under 800 ms end to end (the payment provider's own limit). The current design streams the model's response to the checkout service and uses a large model with extended thinking. Timeouts are frequent. Which reasoning flaw is most significant?

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Answer: A — Streaming improves time to first token, but the checkout service needs the complete decision, so it doesn't help

The requirement is end-to-end completion for a machine consumer; streaming only improves perceived latency for a human reader. The fix starts from that budget: a faster configuration for this path, compact structured output, a cached stable prefix, and a review fallback for hard cases. (b) adds tokens and time. (c) is false: caching applies to the stable prefix regardless of output format. (d) jumps to renegotiation before removing obvious waste or routing.