Cubit by Maiden Labs

Maiden Labs Workforce Intelligence

Measure. Don't Guess.

Know which jobs, tasks, and skills face real AI pressure, and which don't.

923

Occupations scored

18,796

Task-level analyses

1.2M+

AI benchmark evaluations

5.3M+

Worker survey annotations

What We Measure

Each occupation is broken into tasks and scored on three axes, using AI benchmark data and occupational surveys.

Structural Exposure

How rule-based and digitally accessible is the work? High scores mean AI can technically reach it.

Procedural Intensity + Digital Accessibility.

Human Imperative

Does the work require a human in the room? Physical presence, trust, empathy. Things AI can't fake.

Patients want human doctors. Clients want human advisors.

Demonstrated Capability

Can today's AI actually do the required skills? Based on benchmark results, not expert opinion.

1.2M+ evaluations across 95 models via Stanford HELM.

Every task lands in one of four zones: Automation, Augmentation, Human-Centric, or Status Quo.

What the API Does

Query jobs, tasks, skills, and regions through a REST API with a Python SDK.

Job-Level Scores

Automation susceptibility, human resilience, and net impact for every occupation.

Task-Level Breakdown

Break any job into its component tasks. Each scored on four dimensions with plain-language explanations.

Semantic Search

Find jobs, tasks, and skills by describing what you're looking for. No SOC codes needed.

Regional Data

Employment, wages, and exposure metrics across 31 California metros.

Career Transitions

Reskilling pathways with skill gap analysis and training priorities.

Custom Scoring

Weight the dimensions to match your priorities. Same data, your lens.

Who Uses Cubit

Enterprise HR, government policy, academic research, and financial analysis.

Enterprise Companies

AI exposure dashboards and reskilling plans across your full workforce.

Consulting Firms

Workforce strategy backed by data, not opinion.

HR Tech Platforms

Embed AI readiness scores into your workforce planning product.

Researchers

Structured, reproducible data for AI and labor economics research.

Government

Model employment impacts by region and industry.

Finance

Quantify workforce risk with real numbers, not headlines.

Built on Stanford HELM & O*NET · Validated against ILO, OpenAI & CAIS

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