Resume Pre-Screening and Interview-Question Generation

What this scenario solves

Hundreds of resumes per role — screening is slow, standards drift, and bias creeps in.

Tool stack

Not the only solution, but a stack we have verified end to end. Each tool links to its full review, including who it is not for.

1. 01
   ClaudeAnthropic

   Strong long-document comprehension and writing quality; Projects can hold a knowledge base

2. 02
   DifyLangGenius

   Open-source LLMOps platform for visually orchestrating RAG and agent workflows

3. 03
   NotebookLMGoogle

   Answers only from the sources you upload — it barely fabricates

What you end up with

Full steps

1. 01把錄用標準寫成文件
2. 02履歷解析與欄位抽取
3. 03依標準逐條比對，輸出匹配理由
4. 04為每位候選人生成面談問題
5. 05人工覆核節點
6. 06偏見檢查與持續校準

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