Developer Capability Assessment

AI Development Maturity Assessment

Map your current depth across AI engineering capabilities. Not a test — a structured self-assessment across 8 dimensions of modern AI development.

Begin Assessment →
~10 minutes · 40 questions · Anonymous
AI Tooling LLM Fundamentals Prompting RAG & Retrieval Agent Workflows APIs & DevOps Core Eng. Research & Product 4.0 3.4 4.3 2.7 3.5 2.1 3.8 3.0
8 Dimensions

What the assessment measures

01
AI Tooling & Workflow
Effective use of AI coding assistants, tool selection, repeatable workflows
02
LLM Fundamentals
Tokens, context windows, model controls, cost/latency tradeoffs
03
Prompting & Evaluation
Prompt design, quality criteria, structured outputs, improvement processes
04
RAG & Retrieval
Pipeline architecture, chunking, diagnosis, vector search
05
Tool Use & Agent Workflows
Tool-calling design, state management, multi-step orchestration
06
APIs & Developer Operations
API integration, reproducible environments, instrumentation
07
Core Engineering
Python proficiency, concurrency, event-driven systems, databases
08
Research & Product Judgment
Ambiguity tolerance, technical research, stakeholder communication
Process

How it works

1
Self-assess
Rate your current ability across 40 capabilities using behavioral anchors on a 1–5 scale. Be honest — this isn't graded.
2
Get your profile
Scores are computed across 8 dimensions with maturity bands from Limited through to Leading.
3
Identify growth areas
Select up to 3 areas you want to develop in the next 6 months. This shapes the team's learning roadmap.
Rating Scale

Behavioral anchors

Each question is rated against concrete descriptions of capability, not subjective confidence. Choose the level that best matches your current, honest ability.

  • 1
    No hands-on exposure
  • 2
    Limited exposure, would need guidance
  • 3
    Have done this on a real project with some guidance
  • 4
    Can do this independently in real work
  • 5
    Deep skill; can design tradeoffs and guide others
  • N/A
    Not in my current role
Ready?

Take 10 minutes to map your capabilities

The assessment is anonymous. Your responses help shape team capability mapping and inform training priorities.

Begin Assessment →