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AI-competency certification for job security reviews

Build an AI-skills assessment and certification tool that lets employees demonstrate practical AI fluency (prompt writing, tool workflows, output evaluation) to employers running retention reviews, paired with a lightweight version HR teams can use to structure and score these 'AI re-interviews' consistently. Sell individual prep/certification subscriptions and a per-seat B2B tier for HR departments.

via Hacker News
Original post

What to build

A lightweight AI-skills assessment platform: a scored practical test (prompt writing, AI tool workflows, output evaluation/fact-checking) that employees can take to certify their AI fluency, plus a companion HR dashboard that lets managers structure, score, and compare 'AI re-interview' results consistently across a team.

Proton's move to re-interview staff on AI skills to decide who stays signals that AI competency is becoming a retention criterion, creating demand for a standardized way to measure and prove it before every company invents its own ad hoc test.

Demand

Employees facing AI-skills reviews want a way to prep and prove competency with a credential, while HR/People teams suddenly tasked with running these reviews want a structured rubric instead of building one from scratch; the Proton story hitting HN with strong engagement shows this is already resonating beyond one company.

  • Hacker NewsEngagement

    Proton to 'Re-Interview' Staff About AI to See Who Gets to Keep Their Job — 49 points, 20 comments on HN, indicating high engagement at the source

  • WorkeraMarket

    Existing paid AI-skills assessment platform for enterprises shows employers are already willing to pay for structured AI competency measurement

  • HackerRankMarket

    Established technical-assessment vendor has added AI/prompt-engineering skill tests to its catalog, showing adjacent willingness-to-pay for skills certification products

Stack

  • Next.js
  • OpenAI API (for scoring free-text prompt/output answers)
  • Supabase (auth + test results storage)
  • Stripe (individual cert + per-seat B2B billing)
  • Vercel
  • Retool or custom React dashboard for HR scoring view

Solo + AI difficulty

The test-taking UI, question bank, and scoring pipeline (using an LLM to grade prompt-writing and output-evaluation answers) are straightforward to build solo in 2-4 weeks; the harder parts are designing a credible, defensible rubric that HR teams trust for real employment decisions and handling the legal/liability questions around using your tool in termination decisions, which will slow enterprise sales regardless of product quality.

Entry threshold
No licences or capital needed, a quiz/scenario-based assessment engine with AI-generated scoring can be built solo in a few weeks, though convincing HR teams or anxious employees to pay will take longer than the build itself.
Window
6-12 months

Where to find first users

  • r/humanresources and r/sysadmin for HR-side distribution
  • LinkedIn posts targeting People Ops / L&D professionals
  • Product Hunt launch positioned as 'prove your AI skills' for the individual-certification side
  • Indie hacker and HR-tech newsletters (e.g. HR tech Slack communities)

Competitors

Counter-signals & risks

  • Single-company policy (Proton) may not generalize into a broad market trend for AI-skills retention tools

  • Employers may build in-house assessment criteria or use existing HR/LMS platforms rather than paying for a new certification product

  • Legal and labor-relations risk around using AI-skills re-interviews for retention decisions could limit adoption and create liability concerns for a vendor enabling this practice

Original title: Proton to 'Re-Interview' Staff About AI to See Who Gets to Keep Their Job

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AI-competency certification for job security reviews — Nichr