AI Leader · Solution Architect · TPM

Talent · Career

AI Career Skills Gap Assessment

Map your skills to modern AI roles — agent eng, evals, production delivery, AI PM leadership. Score five dimensions and get a personal 90-day upskill plan (not an enterprise readiness quiz).

Free AI career assessment and skills gap quiz for ICs and managers. Honest stage map plus a practical learning plan — not a hiring test or certification.

Built for IC engineers · Managers · Talent partners

  • Answers stored in your browser until you optionally email a copy
  • Plain-language result you can paste into a board or CFO brief
  • Directional guidance — validate with a scoped pilot before budget lock

How it works

  1. Work through one question at a time — pick the option that matches how things work today, not your wish list.
  2. Get an instant maturity level (1–5) plus dimension scores.
  3. Share results with risk, platform, or transformation leads; unlock Print / Save as PDF with a work email when ready.

What this tool is for

ICs and managers struggle to map current skills to modern AI roles — agent engineering, evaluation literacy, production delivery, and AI product leadership — so learning plans stay vague and resume-driven.

Who it’s for: Individual contributors, engineering managers, and talent partners who want a personal skills snapshot and a practical 90-day upskill plan — not an enterprise AI readiness quiz.

What you get

  • Overall stage from Foundational to Principal across five career dimensions
  • Clear gap signals on craft, agents, data/evals, delivery, and leadership
  • A personal 90-day learning plan matched to your level — ship, measure, mentor

AI Assessment Engine analyzes answers with transparent scoring heuristics in your browser — no data leaves the device for scoring.

How scoring works

Each answer scores 1–5. Dimension scores average within that theme. Overall level = rounded average across all questions (Level 1–5).

  1. 1
    Lower scores mark gaps for the 90-day plan.
  2. 2
    Dimension bars show whether risk concentrates (e.g. security vs strategy).
  3. 3
    Planning aid only — not a certification or regulatory attestation.
  4. 4
    Score what you have shipped or owned — tutorials alone stay at Developing.
  5. 5
    Evals, observability, and stakeholder trade-offs matter as much as prompt craft.
  6. 6
    Re-take after a deliberate practice cycle to track movement toward Advanced/Principal.

AI Assessment Engine analyzes answers with transparent scoring heuristics in your browser — no data leaves the device for scoring.

Key terms

AI skills gap
The distance between your current hands-on capability and what AI product or engineering roles expect in production contexts.
Agent workflow
Multi-step systems where models call tools/APIs, with retries, human gates, and scoped autonomy.
Offline evals
Golden datasets and metrics run before ship — the test suite for LLM features.
RAG literacy
Ability to design or critique chunking, retrieval, reranking, and retrieval evaluation for grounded answers.
Harm counter-metrics
Measures that catch regressions or unsafe outcomes alongside success KPIs (e.g. hallucination rate, policy violations).

FAQ

What is an AI career skills gap assessment?

A personal scorecard across AI engineering craft, agents, data/evaluation literacy, delivery/ops, and product leadership — with a 90-day upskill plan for your stage.

Is this an enterprise AI readiness assessment?

No. This focuses on individual career skills. Org-wide readiness and governance maturity are separate tools; use this for your own growth plan or 1:1 coaching.

Should managers take this for their reports?

Better as a self-assessment discussed in a 1:1. Managers can take it themselves for leadership dimensions, then help reports interpret gaps without scoring them unilaterally.

I only have tutorial experience — what level should I expect?

Typically Foundational or Developing. The plan emphasizes shipping a real prototype, building a small golden eval set, and deploying with basic logging.

Does scoring send my answers to a server?

No. The AI Assessment Engine runs transparent heuristics in your browser. Optional email unlocks Print / Save as PDF — not required to see your result.

How does this help AI product managers or TPMs?

Leadership and eval dimensions surface whether you can define success metrics, harm counters, and trade-offs (accuracy vs cost, buy vs build) without deferring every decision.

Is this a hiring or certification test?

No. It is a directional self-assessment and learning aid — not a credential, interview score, or performance review system.