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Niche AI Wrappers·8h build·Credit Pack / Pay-Per-RoleBlueprint idea

Interview Scorecard Builder

Turn a job description into competencies, structured interview questions and a scoring rubric with clear examples for each score.

Economics

Pricing example
$15 for 10 roles (first role free)
Daily math
1-2 packs a day x $15 = $15-30/day; about 40 packs a month averages $20/day.
Target if you hit the daily math
Target: $500 - $800 / month if the daily math is hit

Audience and urgency

Audience: Hiring managers and founders at small companies without an HR team, and small recruitment agencies.

Urgency: Unstructured interviews make it hard to compare candidates fairly, and each interviewer asks different questions. Small companies know they should use scorecards but don't have time to write them.

MVP scope

  • ✓ Paste a job description; suggest 5-7 competencies the manager edits
  • ✓ Behavioural and situational questions per competency with follow-up prompts
  • ✓ 1-4 scoring rubric with observable examples for each level
  • ✓ Editable list of questions to avoid (e.g. age, religion, marital status, pregnancy) checked against all questions
  • ✓ PDF/DOCX scorecards and a CSV for spreadsheets; credit packs via Stripe

Omitted features

  • - Do NOT score candidates with AI or analyse interview recordings
  • - Do NOT integrate with applicant tracking systems in Day 1
  • - Do NOT claim legal compliance with employment law

Suggested stack

Frontend
React + Tailwind CSS
Backend or API
Serverless LLM endpoint with JSON output; Supabase for credits and saved roles
Payments
Stripe Checkout (credit packs)
Hosting
Vercel or Netlify (free tier to start)

Repository metadata

Blueprint ID
interview-scorecard-builder
Category ID
workflow_ai_wrapper
Monetization ID
usage_pack

Day-one distribution

Channels

  • LinkedIn posts aimed at founders and hiring managers
  • Reddit r/startups and r/humanresources (follow rules)
  • Free scorecard template download

Reddit strategy

Share a free sample scorecard for a common role and offer one free role.

Cold outreach or directory hook

Offer startup accelerators free packs for their portfolio companies.

Search keywords

interview scorecard template, structured interview questions generator, interview rubric example

One-shot master prompt

Build an "Interview Scorecard Builder" in React with Tailwind CSS and a serverless LLM endpoint.
Core requirements:
1. Input: job description paste, seniority, number of interview stages and interviewers.
2. Step 1: LLM returns 5-7 competencies with definitions; the user edits, removes or adds before continuing.
3. Step 2: for each competency, LLM returns 2 behavioural and 1 situational question with follow-ups, and a 1-4 rubric with observable behaviour examples per level (JSON schema).
4. Code check against an editable "avoid" list (age, religion, marital status, pregnancy, nationality where not job-related, health); flagged questions must be edited before export. Assign competencies to interview stages.
5. Exports: per-interviewer PDF/DOCX scorecards with score boxes and notes space, plus a CSV. First role free, then Stripe Checkout ($15 for 10).

Comparable products

Published 2026-10-08.

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