AI ENGINEERING PROFICIENCY ASSESSMENT · FOR TEAMS

Know how well your team actually uses AI.

Register your organization, invite your engineers, and get an objective read on AI engineering maturity — measured from real evidence, benchmarked over time, and mapped to the exact skills each team should build next.

No engineer setup · SSO via Google, Microsoft & GitHub · Results in 15–20 min per engineer
01 / EVIDENCE

Three sources of evidence. Hard to game, easy to trust.

Traditional assessments test what engineers can recite. endtoend.it measures how they actually work — combining three independent signals against a deterministic competency framework.

40% WEIGHT

Adaptive questionnaire

An AI interviewer selects the next best question in real time — probing judgment, workflow maturity and curiosity, not trivia.

30% WEIGHT

Environment discovery

Each engineer runs one prompt in their coding assistant and pastes the output back — surfacing real skills, agents, MCP servers and instructions.

30% WEIGHT

Engineering reasoning

Scenario prompts scored on how engineers review, validate and safely merge AI-generated work — reasoning over a single right answer.

02 / FOR ENGINEERING LEADERS

Set up an assessment in four steps.

STEP 01

Register your org

Add your company domains and team size. We mint a secure assessment URL.

STEP 02

Invite engineers

They sign in with SSO — domain-verified, or individually whitelisted.

STEP 03

They assess

15–20 minutes each. No setup, no scheduling, fully self-serve.

STEP 04

Read the dashboard

Team maturity, competency heatmaps, gaps and training opportunities.

03 / MANAGER DASHBOARD

See strengths and gaps across the whole org.

Eight scored dimensions — each with its own confidence level — roll up into a single AI Proficiency Index you can benchmark every quarter.

Explore the dashboard →
ACME · PLATFORM TEAM
Org AI maturity
74/100 · ↑9
AI Knowledge
82
Workflow Maturity
68
Engineering Judgment
77
Environment Sophistication
61
Learning Mindset
88
Automation Adoption
54
Verification Discipline
71

Benchmark your team this quarter.

Register your organization in minutes. Repeatable every quarter to track improvement.