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@asynchroza
Created May 13, 2026 08:18
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You have a system where users can create dynamic forms and send them to other users for completion. The system also includes a review workflow in which users with review permissions can leave comments and request changes before a submission is finalized.

To reduce the manual effort involved in reviewing and finalizing submissions, the application should be able to analyze users’ answers and determine whether the provided responses are likely sufficient, incomplete, or require additional clarification.

How would you design and implement this answer analysis process?

@asynchroza

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{
  "embeddingSimilarityPctl": 0.18,
  "lengthPercentile": 0.04,
  "missingExpectedConcepts": [
    "duration",
    "business_impact"
  ],
  "clusterConfidence": 0.22
}

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