VibeLevel Teams

The bottleneck to AI productivity isn’t the tools. It’s fluency.

Measure & Level Up your workforce AI Fluency.

Measure every employee on the Human-AI Collaboration ladder. Spot the skill gaps. Build them up with continuous practice, periodic AI Skills Sprints, and benchmarked progress.

Your org rolled out Copilot, Claude, and ChatGPT. Adoption looks fine. Productivity doesn’t. The gap isn’t the tools — it’s how your workforce steers them. VibeLevel Teams measures that skill, and levels it up.

AI Adoption Curve

Where is your workforce on the AI Adoption Curve?

Most orgs are stuck at Level 2 or 3. VibeLevel Teams is how you move them to Level 5.

AI Fluency: Level 1
Not Yet Started

Exploring

Evaluating

AI is on the radar but no tools deployed yet. Teams are evaluating options.

Workforce Distribution
100% Not yet measured
AI Fluency: Level 2
Novice Org

Tools Enabled

Enabling

Licenses procured, security cleared, SSO and DLP in place. AI is available.

Workforce Distribution
90% Novice
10% Developing
AI Fluency: Level 3
Developing Org

Teams Using

Adopting

Dashboards show activity. Prompt volume is up. Adoption looks real.

Workforce Distribution
60% Novice
30% Developing
10% Proficient
AI Fluency: Level 4
Proficient Org

Using It Wisely

1–2× productivity

Teams know what AI can and can't do, and how to steer it. Without this, teams push back — the knowledge gap kills momentum.

Workforce Distribution
15% Novice
35% Developing
40% Proficient
10% Expert
AI Fluency: Level 5
Expert Org

AI-Native Workforce

10× productivity

Humans steer with intent; AI does the heavy lifting. Critical thinking drives output quality. Productivity compounds.

Workforce Distribution
20% Developing
50% Proficient
30% Expert

Tooling gets you to Level 1. Fluency gets you to Level 5.

What Teams Includes

Four capabilities. One AI fluency engine.

📊

AI Fluency Ladder

Every employee measured on the four-tier ladder — Novice → Developing → Proficient → Expert. Verified, shareable badges issued from real AI Skills Challenge output.

🎯

Human-AI Collaboration Scoring

Seven coding dimensions including AI Pairing, Product Thinking, Requirements, Design, Code Understanding, and Testing — plus a Human Contribution Score that exposes whether the work was AI-led or person-led.

📈

AI Skills Insights & Benchmarking

Org-wide insights into your team’s AI skills. Benchmark fluency across teams, departments, and roles. Spot where you’re strongest — and where the gaps are.

🏟️

Practice & AI Skills Sprints

Org Challenges Library (a reusable, role-scoped library of AI challenges authored by your org) for everyday skill-building. Timed multi-track AI Skills Sprints for periodic measurement. Same scoring engine across both.

What’s an AI Skills Sprint? A timed, multi-track, org-wide event — like a sprint week or quarterly fluency challenge. Same scoring engine as daily practice, but with leaderboards, cohort comparisons, and a fluency-movement readout for leadership.

Built for leadership. Felt by your workforce.

For Leadership

Workforce AI fluency dashboard — see your org’s fluency distribution at a glance
Cross-team benchmarking — compare engineering, product, sales, ops
AI Skills Sprint scheduling — run quarterly events to track movement
Role-scoped admin visibility — org-wide for org admins; team-scoped for team admins

For Your Workforce

Sign in with work email — auto-routed to your Org
Build fluency on demand — practice in the same IDE used in real AI Skills Challenges
Get a real fluency score — 7 dimensions + Human Contribution label, not a vanity grade
Earn verified Novice → Expert badges — shareable to LinkedIn
Workforce Fluency Dashboard

See your org’s AI fluency at a glance.

Leadership gets a single view of fluency distribution, cross-team comparison, and engagement — scoped to their admin teams (or org-wide for org admins).

VibeLevel Teams workforce fluency dashboard — fluency distribution, team breakdown, top performers, and engagement funnel
Fluency Distribution
Expert / Proficient / Developing / Novice counts across your org — see exactly where the workforce sits on the AI fluency ladder.
Team & Department Breakdown
Compare AI fluency by team, department, or function. Spot strongest and weakest at a glance.
Top Performers
Identify your champions — the people to mentor others or lead the next AI Skills Sprint.
Engagement Funnel
Registered → Started → Submitted → Graded. See where employees drop off in the challenge flow.
Track Fluency Growth

Watch fluency climb — quarter over quarter.

The percentage of Proficient and Expert employees becomes a board-level metric — alongside engagement, retention, and velocity. AI Skills Sprints create the measurable inflection points. Daily practice creates the slope between them.

Every submission is auto-scored on the same seven-dimension engine. No vanity metrics, no self-reporting — just verified fluency movement, visible to leadership and owned by your workforce.

VibeLevel Teams org leaderboard — fluency growth tracked across AI Skills Sprints
Quarterly inflection pointsAI Skills Sprints surface movement in fluency distribution.
Continuous baselineDaily practice keeps the curve climbing between sprints.
Board-ready metric% Proficient + Expert is the number your CIO reports up.
Verified, not self-attestedEvery score from real AI Skills Challenge output.
AI Skills Challenge Builder

Chat your AI challenge into existence.

Describe the role, the rubric, and the constraints. The builder gathers requirements, designs the challenge, validates it in a live E2B sandbox, and publishes — straight into your Org Challenges Library, ready to attach to any AI Skills Sprint. Target specific fluency dimensions: AI Pairing, Product Thinking, Code Understanding, or any combination.

VibeLevel AI Skills Challenge Builder — chat-driven authoring flow
How Teams Works
01

Sign in with your work email

Work-email auto-detection routes you into your Org (or asks to join the existing one for your domain).

02

Take an AI Skills Challenge

Browse the Org Challenges Library for on-demand practice, or join an active AI Skills Sprint. Same IDE every time.

03

Build with AI

Take the challenge in the standard Web IDE with a real AI assistant. Submissions count toward your fluency score.

04

See your fluency level

Score visibility follows your team’s scope. Climb the four-tier ladder and earn shareable Novice → Expert badges.

Human-AI Collaboration
See Assessment Score Report

Structured assessment report with multi-dimensional scoring plus a Human Contribution label so it is clear what the candidate did vs. what the AI did.

Assessment Score Sample
6.5/10
Proficient
Prompting
5.8
AI Pairing
6.3
Design Thinking
6.6
Requirements
7.2
Sample report section 1
Sample report section 2
Sample report section 3
AI Skill Signals
Aura Levels + Verified Skill Badges

Aura Levels summarize your real-work AI style. Verified Skill Badges are earned from structured assessments and challenge performance.

Verified Skill Badges (Assessments)
Expert (8.0+)Architects with AI. Full command.
Proficient (6.0-8.0)Steers AI with intent and precision.
Developing (3.0-6.0)Solid foundation. Keep building.
Novice (0-3.0)In the right direction.

Build your team’s AI fluency.

Measure fluency. Build skills. Watch your team level up — all on one platform.