Interview Prep Pack — tailored interview questions

Interview Prep Pack API

What it does

Interview Prep Pack generates tailored interview questions from a job title and resume content. Send a candidate profile and the role you are hiring for, and it returns a set of interview questions with target answers aligned to the experience in that resume.

Use it when you want interview loops grounded in the actual background on the page, not a generic question bank. The output is a questions array, and each item includes a category, the question to ask, and a targetAnswer that highlights what a strong response should cover.

That makes it useful for recruiters, hiring managers, and internal talent teams preparing structured interviews, screening calls, or role-specific question sets. You can generate prep material for technical, behavioral, or domain-focused interviews by varying the jobTitle and the resume text you provide.

Interview Prep Pack is a good fit when you need consistent prep packs across many candidates while keeping the questions tied to the specific role and background.

Quickstart

Send your resume content and target job title to generate a tailored interview prep pack.

curl -X POST "http://localhost:8080/namastesumalya/generate-a-tailored-interview-prep-pack" \
  -H "apy-token: $APY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "resumeContent": "Resume content to analyze...",
    "jobTitle": "Senior Cloud Architect"
  }'

What you'll get back

Returns a JSON object with a questions array. Each item in the array is an object with category, question, and targetAnswer string fields.

{
  "questions": [
    {
      "category": "Technical",
      "question": "Can you walk through the architectural decision-making process for choosing Lambda over EKS for this scale?",
      "targetAnswer": "Should discuss cold starts, concurrency limits, and cost-benefit analysis vs serverless."
    }
  ]
}

About this endpoint

What it does

Generates a tailored interview prep pack from the provided resume content and job title. The response returns a JSON object containing a questions array of interview-question objects.

Request Body

Parameter	Type	Mandatory	Description
jobTitle	String	Yes	The job title to tailor the prep pack for.
resumeContent	String	Yes	The resume content to analyze for generating the questions.

Response

Returns a JSON object with a questions array field. Each item in questions is an object with category, question, and targetAnswer string fields.

Parameter	Type	Mandatory	Description
questions	Object Array	No	The generated interview questions. Each object includes:<br>- `category`: question category<br>- `question`: the interview question text<br>- `targetAnswer`: a suggested answer focus

Body

Name

Type

Description

bodyREQUIRED

object

—

Quickstart

What you'll get back

About this endpoint

What it does

Request Body

Response

Body

Errors any endpoint can return